mirror of
https://github.com/AntoineHX/smart_augmentation.git
synced 2025-05-04 12:10:45 +02:00
13038 lines
214 KiB
JSON
13038 lines
214 KiB
JSON
|
{
|
||
|
"Accuracy": 72.16,
|
||
|
"Time": [
|
||
|
287.02472142744506,
|
||
|
7.375745053483265,
|
||
|
57553.155401126
|
||
|
],
|
||
|
"Optimizer": {
|
||
|
"Meta": {
|
||
|
"optim": "Adam",
|
||
|
"lr": 0.01
|
||
|
},
|
||
|
"Inner": {
|
||
|
"optim": "SGD",
|
||
|
"lr": 0.01,
|
||
|
"momentum": 0.9
|
||
|
}
|
||
|
},
|
||
|
"Device": "Graphics Device",
|
||
|
"Param_names": [
|
||
|
"Identity",
|
||
|
"FlipUD",
|
||
|
"FlipLR",
|
||
|
"Rotate",
|
||
|
"TranslateX",
|
||
|
"TranslateY",
|
||
|
"ShearX",
|
||
|
"ShearY",
|
||
|
"Contrast",
|
||
|
"Color",
|
||
|
"Brightness",
|
||
|
"Sharpness",
|
||
|
"Posterize",
|
||
|
"Solarize"
|
||
|
],
|
||
|
"Log": [
|
||
|
{
|
||
|
"epoch": 1,
|
||
|
"train_loss": 4.4371538162231445,
|
||
|
"val_loss": 2.1633999347686768,
|
||
|
"acc": 22.99,
|
||
|
"time": 269.0241597330023,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06481997668743134,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046830177307128906,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06070126220583916,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06706686317920685,
|
||
|
"m": 0.5899556875228882
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08892993628978729,
|
||
|
"m": 0.44675254821777344
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057360999286174774,
|
||
|
"m": 0.4423964321613312
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0852653831243515,
|
||
|
"m": 0.7764694690704346
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07904932647943497,
|
||
|
"m": 0.6435773372650146
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08218885958194733,
|
||
|
"m": 0.6106917858123779
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0667751133441925,
|
||
|
"m": 0.835692286491394
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0753856897354126,
|
||
|
"m": 0.5746815800666809
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07459036260843277,
|
||
|
"m": 0.836219847202301
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07078342139720917,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08025262504816055,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 2,
|
||
|
"train_loss": 4.041150093078613,
|
||
|
"val_loss": 1.7707901000976562,
|
||
|
"acc": 36.77,
|
||
|
"time": 315.03197089000605,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06636762619018555,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.18192332983016968,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007271379581652582,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056652843952178955,
|
||
|
"m": 0.7668378949165344
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10830335319042206,
|
||
|
"m": 0.5907134413719177
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04218810796737671,
|
||
|
"m": 0.4534745514392853
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12821437418460846,
|
||
|
"m": 0.8554498553276062
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07903686165809631,
|
||
|
"m": 0.7257804274559021
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05094187334179878,
|
||
|
"m": 0.4625355005264282
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06807874143123627,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08972329646348953,
|
||
|
"m": 0.39211663603782654
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07119884341955185,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05591637268662453,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007271379581652582,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 3,
|
||
|
"train_loss": 3.5977320671081543,
|
||
|
"val_loss": 1.7119085788726807,
|
||
|
"acc": 39.37,
|
||
|
"time": 301.56164976199943,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.046064503490924835,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.2357681840658188,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08410706371068954,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08183740079402924,
|
||
|
"m": 0.661921501159668
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0365968681871891,
|
||
|
"m": 0.6502261757850647
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031332578510046005,
|
||
|
"m": 0.5512487292289734
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13627572357654572,
|
||
|
"m": 0.7624624967575073
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022694827988743782,
|
||
|
"m": 0.7561773061752319
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056220632046461105,
|
||
|
"m": 0.40703102946281433
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1016392856836319,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11366738379001617,
|
||
|
"m": 0.14624156057834625
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024271128699183464,
|
||
|
"m": 0.9975887537002563
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020524971187114716,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008999422192573547,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 4,
|
||
|
"train_loss": 3.7979726791381836,
|
||
|
"val_loss": 1.59015691280365,
|
||
|
"acc": 41.25,
|
||
|
"time": 313.9842619629999,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07499901205301285,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.2093595415353775,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07485241442918777,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07689595222473145,
|
||
|
"m": 0.8158257603645325
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029833123087882996,
|
||
|
"m": 0.6114380359649658
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048209015280008316,
|
||
|
"m": 0.5674256682395935
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11921323835849762,
|
||
|
"m": 0.8379852771759033
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08240309357643127,
|
||
|
"m": 0.6828528642654419
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04622676968574524,
|
||
|
"m": 0.3299024701118469
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08961858600378036,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09619268029928207,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0212237648665905,
|
||
|
"m": 0.9944134950637817
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02748062089085579,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0034922610502690077,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 5,
|
||
|
"train_loss": 3.1288862228393555,
|
||
|
"val_loss": 1.5408040285110474,
|
||
|
"acc": 47.85,
|
||
|
"time": 300.7997994959951,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.039707113057374954,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17093756794929504,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06080707535147667,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05122864618897438,
|
||
|
"m": 0.6693450212478638
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032257724553346634,
|
||
|
"m": 0.5266090035438538
|
||
|
},
|
||
|
{
|
||
|
"p": 0.037891827523708344,
|
||
|
"m": 0.710064709186554
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09013812988996506,
|
||
|
"m": 0.7240229249000549
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06575754284858704,
|
||
|
"m": 0.6806482672691345
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03873198479413986,
|
||
|
"m": 0.31303396821022034
|
||
|
},
|
||
|
{
|
||
|
"p": 0.073031947016716,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07677038013935089,
|
||
|
"m": 0.1940983533859253
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11804535239934921,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.143982395529747,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0007122285896912217,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 6,
|
||
|
"train_loss": 3.297151565551758,
|
||
|
"val_loss": 1.4497631788253784,
|
||
|
"acc": 46.97,
|
||
|
"time": 306.03089368799556,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08328025043010712,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15012314915657043,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054344117641448975,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06266739219427109,
|
||
|
"m": 0.6251283884048462
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0341988243162632,
|
||
|
"m": 0.5127703547477722
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03286200389266014,
|
||
|
"m": 0.7359450459480286
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10760161280632019,
|
||
|
"m": 0.6915108561515808
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059768542647361755,
|
||
|
"m": 0.7821276783943176
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034439172595739365,
|
||
|
"m": 0.327717125415802
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06525339931249619,
|
||
|
"m": 0.9516375660896301
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06779634952545166,
|
||
|
"m": 0.23004214465618134
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10819752514362335,
|
||
|
"m": 0.9845014214515686
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12742473185062408,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012043001130223274,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 7,
|
||
|
"train_loss": 2.9395651817321777,
|
||
|
"val_loss": 1.613830327987671,
|
||
|
"acc": 43.07,
|
||
|
"time": 301.9640986300001,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10685013979673386,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14473898708820343,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052553605288267136,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06514914333820343,
|
||
|
"m": 0.5579993724822998
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03845730796456337,
|
||
|
"m": 0.45571112632751465
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009004373103380203,
|
||
|
"m": 0.7712975740432739
|
||
|
},
|
||
|
{
|
||
|
"p": 0.113045334815979,
|
||
|
"m": 0.6241471171379089
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05872148647904396,
|
||
|
"m": 0.795269787311554
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0429256334900856,
|
||
|
"m": 0.4075220823287964
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06320194154977798,
|
||
|
"m": 0.9333635568618774
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06131168082356453,
|
||
|
"m": 0.2870981991291046
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11115851253271103,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12519533932209015,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007686519995331764,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 8,
|
||
|
"train_loss": 2.8977370262145996,
|
||
|
"val_loss": 1.437302589416504,
|
||
|
"acc": 47.87,
|
||
|
"time": 304.03237753699796,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12302437424659729,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12569518387317657,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047499023377895355,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07277734577655792,
|
||
|
"m": 0.4914337396621704
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035797130316495895,
|
||
|
"m": 0.47584211826324463
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030992833897471428,
|
||
|
"m": 0.7937044501304626
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1360197216272354,
|
||
|
"m": 0.5004637837409973
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05067163705825806,
|
||
|
"m": 0.7690725922584534
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03797733038663864,
|
||
|
"m": 0.3871261179447174
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055108413100242615,
|
||
|
"m": 0.9450228810310364
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053937122225761414,
|
||
|
"m": 0.30998310446739197
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11075752228498459,
|
||
|
"m": 0.9758428931236267
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11141008883714676,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008332300931215286,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 9,
|
||
|
"train_loss": 3.082623243331909,
|
||
|
"val_loss": 1.6217578649520874,
|
||
|
"acc": 47.04,
|
||
|
"time": 299.3021008279975,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1316673457622528,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12030851095914841,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04551384225487709,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09929244220256805,
|
||
|
"m": 0.4587894678115845
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035074349492788315,
|
||
|
"m": 0.4516203999519348
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009770124219357967,
|
||
|
"m": 0.8678208589553833
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13945630192756653,
|
||
|
"m": 0.4872381091117859
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049251455813646317,
|
||
|
"m": 0.8391912579536438
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03276687487959862,
|
||
|
"m": 0.41069331765174866
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054279595613479614,
|
||
|
"m": 0.9596095085144043
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05041937902569771,
|
||
|
"m": 0.35760897397994995
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11798509955406189,
|
||
|
"m": 0.996176540851593
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10972537100315094,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004489364568144083,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 10,
|
||
|
"train_loss": 2.804644823074341,
|
||
|
"val_loss": 1.4741425514221191,
|
||
|
"acc": 50.11,
|
||
|
"time": 301.6353084299917,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1482928991317749,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09306253492832184,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039115507155656815,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10973948240280151,
|
||
|
"m": 0.48122817277908325
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03255274519324303,
|
||
|
"m": 0.5225170850753784
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05171237513422966,
|
||
|
"m": 0.8618746995925903
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14103281497955322,
|
||
|
"m": 0.610928475856781
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042738355696201324,
|
||
|
"m": 0.8227503299713135
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044559311121702194,
|
||
|
"m": 0.3057885468006134
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04514893889427185,
|
||
|
"m": 0.8652437925338745
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04581070691347122,
|
||
|
"m": 0.23776516318321228
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11117970198392868,
|
||
|
"m": 0.9511294364929199
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0885188952088356,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006535738706588745,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 11,
|
||
|
"train_loss": 3.2459921836853027,
|
||
|
"val_loss": 1.3530735969543457,
|
||
|
"acc": 54.04,
|
||
|
"time": 290.8047302460036,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.16285517811775208,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07769325375556946,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03721458092331886,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11636180430650711,
|
||
|
"m": 0.4624425172805786
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029392587020993233,
|
||
|
"m": 0.543811559677124
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04455552622675896,
|
||
|
"m": 0.818654477596283
|
||
|
},
|
||
|
{
|
||
|
"p": 0.159470334649086,
|
||
|
"m": 0.4385971426963806
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03857490047812462,
|
||
|
"m": 0.737028181552887
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04589293524622917,
|
||
|
"m": 0.3265874981880188
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04116780683398247,
|
||
|
"m": 0.8828362822532654
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045898985117673874,
|
||
|
"m": 0.2306300550699234
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10907172411680222,
|
||
|
"m": 0.972629725933075
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07829701155424118,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013553410768508911,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 12,
|
||
|
"train_loss": 2.595123052597046,
|
||
|
"val_loss": 1.2995045185089111,
|
||
|
"acc": 52.32,
|
||
|
"time": 291.19654813600937,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17571091651916504,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06226736307144165,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03433702513575554,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12918154895305634,
|
||
|
"m": 0.3858896791934967
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030773689970374107,
|
||
|
"m": 0.5625728368759155
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03540477156639099,
|
||
|
"m": 0.7913626432418823
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1659836322069168,
|
||
|
"m": 0.39198121428489685
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036628637462854385,
|
||
|
"m": 0.8813599348068237
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045418690890073776,
|
||
|
"m": 0.3280954658985138
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03809783235192299,
|
||
|
"m": 0.9306068420410156
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039880651980638504,
|
||
|
"m": 0.23244011402130127
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11279724538326263,
|
||
|
"m": 0.9603447318077087
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07117825001478195,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022339822724461555,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 13,
|
||
|
"train_loss": 2.704685688018799,
|
||
|
"val_loss": 1.1791911125183105,
|
||
|
"acc": 54.12,
|
||
|
"time": 290.2596547379944,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1929626613855362,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05196910351514816,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03829166293144226,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1397252380847931,
|
||
|
"m": 0.60018390417099
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01636074297130108,
|
||
|
"m": 0.6180647611618042
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029069578275084496,
|
||
|
"m": 0.8081331253051758
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1759648323059082,
|
||
|
"m": 0.5138254165649414
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04244895651936531,
|
||
|
"m": 0.9968284368515015
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04385823383927345,
|
||
|
"m": 0.42271193861961365
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035416748374700546,
|
||
|
"m": 0.9524450302124023
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041277505457401276,
|
||
|
"m": 0.2945457994937897
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11355336755514145,
|
||
|
"m": 0.9856612682342529
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06299667805433273,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01610473170876503,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 14,
|
||
|
"train_loss": 2.634080171585083,
|
||
|
"val_loss": 1.2728583812713623,
|
||
|
"acc": 55.38,
|
||
|
"time": 283.2351056510088,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.2005835920572281,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0402253232896328,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03775354102253914,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13840889930725098,
|
||
|
"m": 0.3974001109600067
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0308423712849617,
|
||
|
"m": 0.549858033657074
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023111462593078613,
|
||
|
"m": 0.8516331911087036
|
||
|
},
|
||
|
{
|
||
|
"p": 0.18022988736629486,
|
||
|
"m": 0.3705974221229553
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045260075479745865,
|
||
|
"m": 0.9886726140975952
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04148048907518387,
|
||
|
"m": 0.4671970307826996
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031596627086400986,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05365694686770439,
|
||
|
"m": 0.30209779739379883
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10479891300201416,
|
||
|
"m": 0.999697744846344
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059308234602212906,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01274374220520258,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 15,
|
||
|
"train_loss": 2.2985990047454834,
|
||
|
"val_loss": 1.285412311553955,
|
||
|
"acc": 54.83,
|
||
|
"time": 272.8864993419993,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.20381362736225128,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021478602662682533,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03842456266283989,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14185959100723267,
|
||
|
"m": 0.4751461446285248
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0373026505112648,
|
||
|
"m": 0.5627962946891785
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023909876123070717,
|
||
|
"m": 0.9499984383583069
|
||
|
},
|
||
|
{
|
||
|
"p": 0.19290496408939362,
|
||
|
"m": 0.5244112610816956
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04442396014928818,
|
||
|
"m": 0.7876093983650208
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0500938780605793,
|
||
|
"m": 0.48032790422439575
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03247257322072983,
|
||
|
"m": 0.9716207385063171
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04894021153450012,
|
||
|
"m": 0.27744850516319275
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10541488975286484,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05262685567140579,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006333766970783472,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 16,
|
||
|
"train_loss": 2.5125770568847656,
|
||
|
"val_loss": 1.213044285774231,
|
||
|
"acc": 58.53,
|
||
|
"time": 283.0665794969973,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.19111260771751404,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03345341980457306,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033731505274772644,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14533308148384094,
|
||
|
"m": 0.41726943850517273
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0330439917743206,
|
||
|
"m": 0.49156928062438965
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02310076355934143,
|
||
|
"m": 0.8055328130722046
|
||
|
},
|
||
|
{
|
||
|
"p": 0.19021621346473694,
|
||
|
"m": 0.6264370083808899
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04559250548481941,
|
||
|
"m": 0.812593400478363
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050311535596847534,
|
||
|
"m": 0.44015583395957947
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032237421721220016,
|
||
|
"m": 0.9529752135276794
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056628450751304626,
|
||
|
"m": 0.30181533098220825
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10212387889623642,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05511809512972832,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007996561005711555,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 17,
|
||
|
"train_loss": 2.3011341094970703,
|
||
|
"val_loss": 1.1214450597763062,
|
||
|
"acc": 59.65,
|
||
|
"time": 280.4281630260084,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.19230636954307556,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03287171199917793,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03267151117324829,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13964834809303284,
|
||
|
"m": 0.4232144057750702
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039004839956760406,
|
||
|
"m": 0.5346099734306335
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020945893600583076,
|
||
|
"m": 0.8419147729873657
|
||
|
},
|
||
|
{
|
||
|
"p": 0.19169428944587708,
|
||
|
"m": 0.7640499472618103
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04823194816708565,
|
||
|
"m": 0.8539714813232422
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04971984401345253,
|
||
|
"m": 0.39519238471984863
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028752103447914124,
|
||
|
"m": 0.9581140279769897
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05971855670213699,
|
||
|
"m": 0.2795974910259247
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1031530499458313,
|
||
|
"m": 0.9866573214530945
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04932176694273949,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011959871277213097,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 18,
|
||
|
"train_loss": 2.148052215576172,
|
||
|
"val_loss": 1.1263526678085327,
|
||
|
"acc": 61.05,
|
||
|
"time": 282.180935100012,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.20244261622428894,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02324199117720127,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035458166152238846,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1509396731853485,
|
||
|
"m": 0.4535486102104187
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03766921907663345,
|
||
|
"m": 0.48560434579849243
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027209576219320297,
|
||
|
"m": 0.7661770582199097
|
||
|
},
|
||
|
{
|
||
|
"p": 0.18198642134666443,
|
||
|
"m": 0.8643576502799988
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038971591740846634,
|
||
|
"m": 0.9430773258209229
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05136420205235481,
|
||
|
"m": 0.49915921688079834
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03157719224691391,
|
||
|
"m": 0.9502505660057068
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06103220582008362,
|
||
|
"m": 0.3462214767932892
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09813177585601807,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05418623238801956,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005789083894342184,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 19,
|
||
|
"train_loss": 2.1692159175872803,
|
||
|
"val_loss": 1.1424871683120728,
|
||
|
"acc": 59.94,
|
||
|
"time": 271.6742074720096,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.19783873856067657,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03179815039038658,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0374566949903965,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13507120311260223,
|
||
|
"m": 0.5774094462394714
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043554194271564484,
|
||
|
"m": 0.4187743067741394
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024028724059462547,
|
||
|
"m": 0.7419697642326355
|
||
|
},
|
||
|
{
|
||
|
"p": 0.19315370917320251,
|
||
|
"m": 0.7938141226768494
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04259912669658661,
|
||
|
"m": 0.8198512196540833
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04703476279973984,
|
||
|
"m": 0.5936951041221619
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03297044709324837,
|
||
|
"m": 0.9838448762893677
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05364280566573143,
|
||
|
"m": 0.40682098269462585
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09491997957229614,
|
||
|
"m": 0.9820877313613892
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053891222923994064,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012040341272950172,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 20,
|
||
|
"train_loss": 2.081902503967285,
|
||
|
"val_loss": 1.177788257598877,
|
||
|
"acc": 59.62,
|
||
|
"time": 276.6553170679981,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.18413688242435455,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033001966774463654,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03643037751317024,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1469227522611618,
|
||
|
"m": 0.6595489382743835
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04575027525424957,
|
||
|
"m": 0.33359935879707336
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02411062829196453,
|
||
|
"m": 0.6072602868080139
|
||
|
},
|
||
|
{
|
||
|
"p": 0.18861553072929382,
|
||
|
"m": 0.7089369297027588
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043209027498960495,
|
||
|
"m": 0.7549529671669006
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04132852703332901,
|
||
|
"m": 0.7123993039131165
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031282708048820496,
|
||
|
"m": 0.9933038949966431
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06531671434640884,
|
||
|
"m": 0.48680493235588074
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10221552103757858,
|
||
|
"m": 0.9982213377952576
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05069001019001007,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006989065557718277,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 21,
|
||
|
"train_loss": 2.055673599243164,
|
||
|
"val_loss": 1.0543432235717773,
|
||
|
"acc": 61.99,
|
||
|
"time": 274.2742813139921,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.18652217090129852,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04130995273590088,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03329886868596077,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14458775520324707,
|
||
|
"m": 0.6483689546585083
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0468616783618927,
|
||
|
"m": 0.3614504039287567
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025851251557469368,
|
||
|
"m": 0.6183359026908875
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1916402131319046,
|
||
|
"m": 0.7647573351860046
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040539950132369995,
|
||
|
"m": 0.858694314956665
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04133201017975807,
|
||
|
"m": 0.7722973823547363
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034390050917863846,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05898153409361839,
|
||
|
"m": 0.5231165885925293
|
||
|
},
|
||
|
{
|
||
|
"p": 0.102635957300663,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04555274173617363,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006495893467217684,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 22,
|
||
|
"train_loss": 2.251450777053833,
|
||
|
"val_loss": 1.103049635887146,
|
||
|
"acc": 62.08,
|
||
|
"time": 280.02220048000163,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17764729261398315,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04317513108253479,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03627700358629227,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.136515274643898,
|
||
|
"m": 0.7183963060379028
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05183447524905205,
|
||
|
"m": 0.46319177746772766
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022609049454331398,
|
||
|
"m": 0.46267446875572205
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1830974817276001,
|
||
|
"m": 0.8566277623176575
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04850078001618385,
|
||
|
"m": 0.9830272793769836
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049721427261829376,
|
||
|
"m": 0.8562659025192261
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03216465935111046,
|
||
|
"m": 0.9090819358825684
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04963861405849457,
|
||
|
"m": 0.543842613697052
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10363680869340897,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0521368607878685,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013045115396380424,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 23,
|
||
|
"train_loss": 2.1328279972076416,
|
||
|
"val_loss": 1.0559940338134766,
|
||
|
"acc": 62.95,
|
||
|
"time": 283.0976350800047,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17726483941078186,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030152764171361923,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03754977509379387,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.145180806517601,
|
||
|
"m": 0.732189953327179
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04722416028380394,
|
||
|
"m": 0.5892462134361267
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027624761685729027,
|
||
|
"m": 0.429615318775177
|
||
|
},
|
||
|
{
|
||
|
"p": 0.19243472814559937,
|
||
|
"m": 0.8700307607650757
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04319342225790024,
|
||
|
"m": 0.9959595203399658
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05208563804626465,
|
||
|
"m": 0.9081712365150452
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03376661241054535,
|
||
|
"m": 0.9366936087608337
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05385667830705643,
|
||
|
"m": 0.547773003578186
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10404788702726364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04834569990634918,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007272235117852688,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 24,
|
||
|
"train_loss": 2.085066795349121,
|
||
|
"val_loss": 1.1068114042282104,
|
||
|
"acc": 59.92,
|
||
|
"time": 272.00254840101115,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.18005044758319855,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014474819414317608,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0343061164021492,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1549980491399765,
|
||
|
"m": 0.7759033441543579
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04984377324581146,
|
||
|
"m": 0.6466191411018372
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027637509629130363,
|
||
|
"m": 0.5526489615440369
|
||
|
},
|
||
|
{
|
||
|
"p": 0.19870321452617645,
|
||
|
"m": 0.9467564821243286
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0420670360326767,
|
||
|
"m": 0.8974242210388184
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047500696033239365,
|
||
|
"m": 0.8986368775367737
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030721431598067284,
|
||
|
"m": 0.9677293300628662
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056038953363895416,
|
||
|
"m": 0.6649838089942932
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10370618849992752,
|
||
|
"m": 0.995851993560791
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049489907920360565,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010461864061653614,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 25,
|
||
|
"train_loss": 2.1650209426879883,
|
||
|
"val_loss": 1.0702388286590576,
|
||
|
"acc": 62.69,
|
||
|
"time": 280.0995426950103,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17982909083366394,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031416162848472595,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034592658281326294,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14859771728515625,
|
||
|
"m": 0.7757391929626465
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04786758869886398,
|
||
|
"m": 0.5909230709075928
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02807905152440071,
|
||
|
"m": 0.6767715811729431
|
||
|
},
|
||
|
{
|
||
|
"p": 0.18247728049755096,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04597964137792587,
|
||
|
"m": 0.9962831735610962
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04476106911897659,
|
||
|
"m": 0.8991572856903076
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030365673825144768,
|
||
|
"m": 0.9935173988342285
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06267432868480682,
|
||
|
"m": 0.6495718359947205
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10495532304048538,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04836335778236389,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01004103571176529,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 26,
|
||
|
"train_loss": 2.172445774078369,
|
||
|
"val_loss": 1.0130130052566528,
|
||
|
"acc": 63.82,
|
||
|
"time": 269.64025779899384,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1801721304655075,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04334122687578201,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030140187591314316,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13636811077594757,
|
||
|
"m": 0.621546745300293
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0482901930809021,
|
||
|
"m": 0.42359867691993713
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03052525967359543,
|
||
|
"m": 0.7738980054855347
|
||
|
},
|
||
|
{
|
||
|
"p": 0.18416646122932434,
|
||
|
"m": 0.9644551277160645
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04096326231956482,
|
||
|
"m": 0.9877838492393494
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05376099795103073,
|
||
|
"m": 0.8695079684257507
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034391433000564575,
|
||
|
"m": 0.9371199607849121
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06276189535856247,
|
||
|
"m": 0.6718654632568359
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0987410843372345,
|
||
|
"m": 0.9991031289100647
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04452719911932945,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01185052003711462,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 27,
|
||
|
"train_loss": 2.0287084579467773,
|
||
|
"val_loss": 1.0273923873901367,
|
||
|
"acc": 64.18,
|
||
|
"time": 283.0340823449951,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17819756269454956,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040335748344659805,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030979152768850327,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14470022916793823,
|
||
|
"m": 0.6831720471382141
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049632467329502106,
|
||
|
"m": 0.5742006897926331
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027380460873246193,
|
||
|
"m": 0.8970175981521606
|
||
|
},
|
||
|
{
|
||
|
"p": 0.18826358020305634,
|
||
|
"m": 0.9104482531547546
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03436902165412903,
|
||
|
"m": 0.9721541404724121
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050795845687389374,
|
||
|
"m": 0.7902927994728088
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03204452246427536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05847584456205368,
|
||
|
"m": 0.7425695657730103
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10747049748897552,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047187261283397675,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010167899541556835,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 28,
|
||
|
"train_loss": 2.1072795391082764,
|
||
|
"val_loss": 1.1045950651168823,
|
||
|
"acc": 62.64,
|
||
|
"time": 278.07392399100354,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17486140131950378,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03724582493305206,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035385727882385254,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14442770183086395,
|
||
|
"m": 0.6850404739379883
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04575498402118683,
|
||
|
"m": 0.6202989220619202
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02499227412045002,
|
||
|
"m": 0.9797526597976685
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1942024677991867,
|
||
|
"m": 0.9501250982284546
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03893934562802315,
|
||
|
"m": 0.962398886680603
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04928363487124443,
|
||
|
"m": 0.8158815503120422
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0330204963684082,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05456718057394028,
|
||
|
"m": 0.7619144320487976
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11096545308828354,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045741986483335495,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010611570440232754,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 29,
|
||
|
"train_loss": 1.9896864891052246,
|
||
|
"val_loss": 1.0684144496917725,
|
||
|
"acc": 65.41,
|
||
|
"time": 281.0657560670079,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.18945817649364471,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022991564124822617,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030416397377848625,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1418216973543167,
|
||
|
"m": 0.6610732078552246
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050683993846178055,
|
||
|
"m": 0.6563682556152344
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026109006255865097,
|
||
|
"m": 0.8771372437477112
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17831236124038696,
|
||
|
"m": 0.9468998908996582
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04702344909310341,
|
||
|
"m": 0.9860840439796448
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04944109916687012,
|
||
|
"m": 0.8070828914642334
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03212307021021843,
|
||
|
"m": 0.9851137399673462
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061053525656461716,
|
||
|
"m": 0.7866225242614746
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10930664837360382,
|
||
|
"m": 0.9454774260520935
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050738781690597534,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010520212352275848,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 30,
|
||
|
"train_loss": 2.312154531478882,
|
||
|
"val_loss": 1.0780889987945557,
|
||
|
"acc": 63.38,
|
||
|
"time": 275.34059276100015,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.18305236101150513,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03857974335551262,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03203767165541649,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14078518748283386,
|
||
|
"m": 0.6632350087165833
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05090552568435669,
|
||
|
"m": 0.6832918524742126
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030670836567878723,
|
||
|
"m": 0.8052116632461548
|
||
|
},
|
||
|
{
|
||
|
"p": 0.18794913589954376,
|
||
|
"m": 0.8948255777359009
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0378078930079937,
|
||
|
"m": 0.9432539343833923
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05439263954758644,
|
||
|
"m": 0.8595280647277832
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03093254752457142,
|
||
|
"m": 0.9754588603973389
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053601574152708054,
|
||
|
"m": 0.814139187335968
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10041020810604095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04530594125390053,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013568653725087643,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 31,
|
||
|
"train_loss": 1.9715452194213867,
|
||
|
"val_loss": 1.0679187774658203,
|
||
|
"acc": 62.53,
|
||
|
"time": 282.66133522499877,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17460092902183533,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04074815288186073,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03806814178824425,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14001411199569702,
|
||
|
"m": 0.7611596584320068
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049694161862134933,
|
||
|
"m": 0.5583863258361816
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025227895006537437,
|
||
|
"m": 0.8204235434532166
|
||
|
},
|
||
|
{
|
||
|
"p": 0.19866333901882172,
|
||
|
"m": 0.940723717212677
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043907757848501205,
|
||
|
"m": 0.994102418422699
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05010083690285683,
|
||
|
"m": 0.8539475798606873
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028750786557793617,
|
||
|
"m": 0.9830644130706787
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054387930780649185,
|
||
|
"m": 0.8201580047607422
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10370367765426636,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043377213180065155,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008754948154091835,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 32,
|
||
|
"train_loss": 2.173710584640503,
|
||
|
"val_loss": 0.9973183870315552,
|
||
|
"acc": 63.67,
|
||
|
"time": 283.19467164100206,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17259575426578522,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03976945951581001,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033200688660144806,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1483822911977768,
|
||
|
"m": 0.7762132883071899
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04883677139878273,
|
||
|
"m": 0.5706708431243896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02703031711280346,
|
||
|
"m": 0.9509307146072388
|
||
|
},
|
||
|
{
|
||
|
"p": 0.18851418793201447,
|
||
|
"m": 0.9634346961975098
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04766149818897247,
|
||
|
"m": 0.993954062461853
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051684875041246414,
|
||
|
"m": 0.8843245506286621
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03006664477288723,
|
||
|
"m": 0.9934042692184448
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05312848836183548,
|
||
|
"m": 0.795677125453949
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0992407277226448,
|
||
|
"m": 0.952522873878479
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04961627721786499,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0102720120921731,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 33,
|
||
|
"train_loss": 1.7201306819915771,
|
||
|
"val_loss": 1.022379755973816,
|
||
|
"acc": 64.29,
|
||
|
"time": 278.65413901199645,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.18599288165569305,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03269212320446968,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03590666130185127,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.144540473818779,
|
||
|
"m": 0.8072788715362549
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0482131652534008,
|
||
|
"m": 0.6691569089889526
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02744987979531288,
|
||
|
"m": 0.9672036170959473
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17610600590705872,
|
||
|
"m": 0.9891650080680847
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043501511216163635,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053954437375068665,
|
||
|
"m": 0.9904228448867798
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02680826373398304,
|
||
|
"m": 0.9460376501083374
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06384503096342087,
|
||
|
"m": 0.8867652416229248
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10540349781513214,
|
||
|
"m": 0.9997758865356445
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04694558307528496,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008640404790639877,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 34,
|
||
|
"train_loss": 2.1737818717956543,
|
||
|
"val_loss": 0.9380617141723633,
|
||
|
"acc": 65.41,
|
||
|
"time": 278.26270202800515,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.18062883615493774,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02700749970972538,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034650690853595734,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13704201579093933,
|
||
|
"m": 0.9134873747825623
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052624255418777466,
|
||
|
"m": 0.7023372650146484
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02703683078289032,
|
||
|
"m": 0.941361129283905
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1885308176279068,
|
||
|
"m": 0.9775997400283813
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047556277364492416,
|
||
|
"m": 0.9427750706672668
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051362503319978714,
|
||
|
"m": 0.9323378205299377
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03196796774864197,
|
||
|
"m": 0.9950821399688721
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06216425821185112,
|
||
|
"m": 0.9299946427345276
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1017342284321785,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05043464154005051,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007259211037307978,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 35,
|
||
|
"train_loss": 1.8379470109939575,
|
||
|
"val_loss": 1.0002468824386597,
|
||
|
"acc": 65.66,
|
||
|
"time": 276.6611385450087,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17936240136623383,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03630053251981735,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03222116827964783,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14522932469844818,
|
||
|
"m": 0.8709705471992493
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042680952697992325,
|
||
|
"m": 0.7837964296340942
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026486145332455635,
|
||
|
"m": 0.814887523651123
|
||
|
},
|
||
|
{
|
||
|
"p": 0.18746645748615265,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049817752093076706,
|
||
|
"m": 0.8713501691818237
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04979092255234718,
|
||
|
"m": 0.9940102696418762
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029045110568404198,
|
||
|
"m": 0.9700269103050232
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06588221341371536,
|
||
|
"m": 0.8922458291053772
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09998510777950287,
|
||
|
"m": 0.9893723130226135
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046333715319633484,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009398166090250015,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 36,
|
||
|
"train_loss": 1.7065017223358154,
|
||
|
"val_loss": 1.0322421789169312,
|
||
|
"acc": 64.17,
|
||
|
"time": 283.88605653098784,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.18531158566474915,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03946053981781006,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03300507739186287,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14480456709861755,
|
||
|
"m": 0.9434044361114502
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04423844814300537,
|
||
|
"m": 0.9312617778778076
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022358808666467667,
|
||
|
"m": 0.9329556822776794
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17757000029087067,
|
||
|
"m": 0.999843180179596
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041938748210668564,
|
||
|
"m": 0.8687083125114441
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060267865657806396,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03144936263561249,
|
||
|
"m": 0.9577739238739014
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05291779711842537,
|
||
|
"m": 0.9357642531394958
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09935668855905533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054471515119075775,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01284905057400465,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 37,
|
||
|
"train_loss": 1.7755439281463623,
|
||
|
"val_loss": 1.1080942153930664,
|
||
|
"acc": 61.69,
|
||
|
"time": 280.8110154120077,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1890997439622879,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03354200720787048,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03569645434617996,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13113446533679962,
|
||
|
"m": 0.9652188420295715
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046214066445827484,
|
||
|
"m": 0.9027998447418213
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02189618907868862,
|
||
|
"m": 0.9995786547660828
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17102709412574768,
|
||
|
"m": 0.9809138774871826
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04715879261493683,
|
||
|
"m": 0.851466715335846
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05924798175692558,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029443662613630295,
|
||
|
"m": 0.9186381101608276
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06721515208482742,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10149151086807251,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05180996283888817,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015022900886833668,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 38,
|
||
|
"train_loss": 1.5858224630355835,
|
||
|
"val_loss": 0.9532768726348877,
|
||
|
"acc": 65.5,
|
||
|
"time": 289.6070254970109,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.18088392913341522,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04346739128232002,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038030873984098434,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14475415647029877,
|
||
|
"m": 0.9774574637413025
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03695103898644447,
|
||
|
"m": 0.8238807916641235
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02930556610226631,
|
||
|
"m": 0.961527943611145
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16862055659294128,
|
||
|
"m": 0.9653881788253784
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04508645832538605,
|
||
|
"m": 0.9863690733909607
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053376104682683945,
|
||
|
"m": 0.9873562455177307
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03112754598259926,
|
||
|
"m": 0.9972904920578003
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0631856694817543,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1066279262304306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05393102765083313,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004651712719351053,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 39,
|
||
|
"train_loss": 2.042604446411133,
|
||
|
"val_loss": 1.0269522666931152,
|
||
|
"acc": 65.91,
|
||
|
"time": 282.0240734359977,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17485207319259644,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043732598423957825,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03602544963359833,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13706152141094208,
|
||
|
"m": 0.9731080532073975
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04595685005187988,
|
||
|
"m": 0.781958281993866
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017196087166666985,
|
||
|
"m": 0.926560640335083
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1762026846408844,
|
||
|
"m": 0.9370836019515991
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049437057226896286,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050581928342580795,
|
||
|
"m": 0.930506706237793
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029092129319906235,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06931529939174652,
|
||
|
"m": 0.985355019569397
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10933060944080353,
|
||
|
"m": 0.9662553668022156
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05205001309514046,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009165783412754536,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 40,
|
||
|
"train_loss": 1.8776987791061401,
|
||
|
"val_loss": 0.9834317564964294,
|
||
|
"acc": 65.61,
|
||
|
"time": 277.25076548499055,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.19140112400054932,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010960874147713184,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03536658734083176,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12098076939582825,
|
||
|
"m": 0.9112416505813599
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05315116047859192,
|
||
|
"m": 0.7924305200576782
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038169797509908676,
|
||
|
"m": 0.8781422972679138
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1858925074338913,
|
||
|
"m": 0.8739081621170044
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04933979734778404,
|
||
|
"m": 0.87469083070755
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044416505843400955,
|
||
|
"m": 0.8963255882263184
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03496990725398064,
|
||
|
"m": 0.9678657650947571
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06185632571578026,
|
||
|
"m": 0.9706175923347473
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10169248282909393,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05810411646962166,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013698028400540352,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 41,
|
||
|
"train_loss": 1.6582882404327393,
|
||
|
"val_loss": 1.041635513305664,
|
||
|
"acc": 66.21,
|
||
|
"time": 288.0592347329948,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17544549703598022,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05161688104271889,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03555786982178688,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12814052402973175,
|
||
|
"m": 0.8200048804283142
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03575718775391579,
|
||
|
"m": 0.6051352024078369
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032109491527080536,
|
||
|
"m": 0.8381974101066589
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17734232544898987,
|
||
|
"m": 0.9140900373458862
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039295610040426254,
|
||
|
"m": 0.9189514517784119
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05948184058070183,
|
||
|
"m": 0.9232584834098816
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02810809016227722,
|
||
|
"m": 0.9244038462638855
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0628415048122406,
|
||
|
"m": 0.9722270965576172
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10946805775165558,
|
||
|
"m": 0.99993497133255
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054971106350421906,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0098640201613307,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 42,
|
||
|
"train_loss": 1.8696415424346924,
|
||
|
"val_loss": 0.9043106436729431,
|
||
|
"acc": 66.67,
|
||
|
"time": 280.46420488400327,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17549048364162445,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0431002601981163,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035269398242235184,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13983862102031708,
|
||
|
"m": 0.8221439123153687
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03694848716259003,
|
||
|
"m": 0.5306416749954224
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03218431398272514,
|
||
|
"m": 0.8215983510017395
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1738627851009369,
|
||
|
"m": 0.944794774055481
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052321333438158035,
|
||
|
"m": 0.9696579575538635
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05373105779290199,
|
||
|
"m": 0.997809886932373
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0347655713558197,
|
||
|
"m": 0.9092508554458618
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0612260177731514,
|
||
|
"m": 0.9611672163009644
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10012973099946976,
|
||
|
"m": 0.985404908657074
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048799991607666016,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012331971898674965,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 43,
|
||
|
"train_loss": 1.9221885204315186,
|
||
|
"val_loss": 0.8558854460716248,
|
||
|
"acc": 67.42,
|
||
|
"time": 274.85041242100124,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.18986785411834717,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04304002225399017,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032865121960639954,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13367308676242828,
|
||
|
"m": 0.8815410137176514
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03947632387280464,
|
||
|
"m": 0.4531298279762268
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031205229461193085,
|
||
|
"m": 0.8467310070991516
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17350885272026062,
|
||
|
"m": 0.9316626787185669
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038078002631664276,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06300486624240875,
|
||
|
"m": 0.941734790802002
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023764783516526222,
|
||
|
"m": 0.9169384837150574
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06443958729505539,
|
||
|
"m": 0.933872401714325
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10117189586162567,
|
||
|
"m": 0.9968936443328857
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054031118750572205,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011873388662934303,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 44,
|
||
|
"train_loss": 1.9667060375213623,
|
||
|
"val_loss": 0.9321241974830627,
|
||
|
"acc": 65.95,
|
||
|
"time": 288.90785853299894,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.16993463039398193,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04207814484834671,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0293872207403183,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14190346002578735,
|
||
|
"m": 0.8926263451576233
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055154796689748764,
|
||
|
"m": 0.4447036683559418
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02481231652200222,
|
||
|
"m": 0.7977024912834167
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1775081306695938,
|
||
|
"m": 0.9550636410713196
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046184737235307693,
|
||
|
"m": 0.9833634495735168
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053369708359241486,
|
||
|
"m": 0.8864803910255432
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027135999873280525,
|
||
|
"m": 0.9720697402954102
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06131256744265556,
|
||
|
"m": 0.9814131855964661
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10973116010427475,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049258943647146225,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012228203937411308,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 45,
|
||
|
"train_loss": 1.4380114078521729,
|
||
|
"val_loss": 0.9979193806648254,
|
||
|
"acc": 66.76,
|
||
|
"time": 276.37573535199044,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1841987520456314,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03778417780995369,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03336961567401886,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1267482340335846,
|
||
|
"m": 0.844670295715332
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04868379980325699,
|
||
|
"m": 0.5766939520835876
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025017092004418373,
|
||
|
"m": 0.714536726474762
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1844773292541504,
|
||
|
"m": 0.9852693676948547
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05003773793578148,
|
||
|
"m": 0.934987485408783
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051733799278736115,
|
||
|
"m": 0.9255120158195496
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03436218202114105,
|
||
|
"m": 0.9930981993675232
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05649109557271004,
|
||
|
"m": 0.9770552515983582
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10545830428600311,
|
||
|
"m": 0.9955683946609497
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052015237510204315,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009622649289667606,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 46,
|
||
|
"train_loss": 1.8196550607681274,
|
||
|
"val_loss": 1.0134443044662476,
|
||
|
"acc": 66.56,
|
||
|
"time": 285.2417408659967,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.18052302300930023,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039775967597961426,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03310713917016983,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13840244710445404,
|
||
|
"m": 0.7890423536300659
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04354780167341232,
|
||
|
"m": 0.5691871643066406
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026992192491889,
|
||
|
"m": 0.6719897389411926
|
||
|
},
|
||
|
{
|
||
|
"p": 0.18805082142353058,
|
||
|
"m": 0.9953818321228027
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05234779417514801,
|
||
|
"m": 0.978364884853363
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0499299019575119,
|
||
|
"m": 0.8880791068077087
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030025742948055267,
|
||
|
"m": 0.9619244933128357
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055904075503349304,
|
||
|
"m": 0.9174507260322571
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0919671431183815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05953238904476166,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009893625974655151,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 47,
|
||
|
"train_loss": 1.169482946395874,
|
||
|
"val_loss": 1.028725028038025,
|
||
|
"acc": 66.64,
|
||
|
"time": 283.59652685899346,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1865881085395813,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03214764967560768,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03458527848124504,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13922850787639618,
|
||
|
"m": 0.7388880252838135
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05032532289624214,
|
||
|
"m": 0.39768075942993164
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029988018795847893,
|
||
|
"m": 0.683907687664032
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17260484397411346,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04730645939707756,
|
||
|
"m": 0.8882190585136414
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04949609562754631,
|
||
|
"m": 0.8801223635673523
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024825671687722206,
|
||
|
"m": 0.9613760709762573
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05833790823817253,
|
||
|
"m": 0.870688796043396
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10901756584644318,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049354854971170425,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016193754971027374,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 48,
|
||
|
"train_loss": 1.4980276823043823,
|
||
|
"val_loss": 0.9942310452461243,
|
||
|
"acc": 66.73,
|
||
|
"time": 296.8878655239969,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17051613330841064,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04083501175045967,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03459547832608223,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14195670187473297,
|
||
|
"m": 0.8725088238716125
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0491710901260376,
|
||
|
"m": 0.25245383381843567
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02921910025179386,
|
||
|
"m": 0.5166942477226257
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16325122117996216,
|
||
|
"m": 0.9228594303131104
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05546964332461357,
|
||
|
"m": 0.8556408286094666
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05994207412004471,
|
||
|
"m": 0.9198613166809082
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034135594964027405,
|
||
|
"m": 0.9324011206626892
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060869183391332626,
|
||
|
"m": 0.9415736198425293
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10112672299146652,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050351664423942566,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008560418151319027,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 49,
|
||
|
"train_loss": 1.508431077003479,
|
||
|
"val_loss": 0.9959312677383423,
|
||
|
"acc": 65.95,
|
||
|
"time": 288.4462012800068,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17846514284610748,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024409079924225807,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034857168793678284,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1279873549938202,
|
||
|
"m": 0.8250116109848022
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05406172201037407,
|
||
|
"m": 0.2213509976863861
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040169015526771545,
|
||
|
"m": 0.6703035831451416
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16578668355941772,
|
||
|
"m": 0.9356266260147095
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04702417925000191,
|
||
|
"m": 0.7722442150115967
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05663852393627167,
|
||
|
"m": 0.8541021347045898
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03057129867374897,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06225285306572914,
|
||
|
"m": 0.979572057723999
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10853112488985062,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0551304928958416,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014115307480096817,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 50,
|
||
|
"train_loss": 1.2897673845291138,
|
||
|
"val_loss": 0.9436137676239014,
|
||
|
"acc": 66.8,
|
||
|
"time": 286.5188355959981,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.15876780450344086,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02477947250008583,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03987705335021019,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1541925072669983,
|
||
|
"m": 0.847298800945282
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04542455077171326,
|
||
|
"m": 0.2997269332408905
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0327162966132164,
|
||
|
"m": 0.5331037044525146
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1761591136455536,
|
||
|
"m": 0.9382472038269043
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036560118198394775,
|
||
|
"m": 0.5657486319541931
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056207913905382156,
|
||
|
"m": 0.8483194708824158
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03408924117684364,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07030771672725677,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11331711709499359,
|
||
|
"m": 0.9942901730537415
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04737427458167076,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010226642712950706,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 51,
|
||
|
"train_loss": 1.5501923561096191,
|
||
|
"val_loss": 0.9844792485237122,
|
||
|
"acc": 67.22,
|
||
|
"time": 284.60280601200066,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.16980235278606415,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04347321018576622,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032791100442409515,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1362760365009308,
|
||
|
"m": 0.8599379658699036
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03901098668575287,
|
||
|
"m": 0.40243810415267944
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031655050814151764,
|
||
|
"m": 0.631340742111206
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17196734249591827,
|
||
|
"m": 0.8312875628471375
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05956900864839554,
|
||
|
"m": 0.5480124950408936
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05513341724872589,
|
||
|
"m": 0.9855389595031738
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03139917552471161,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06250666826963425,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0962907075881958,
|
||
|
"m": 0.9987727403640747
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05595971643924713,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014165082946419716,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 52,
|
||
|
"train_loss": 1.3640998601913452,
|
||
|
"val_loss": 1.04356849193573,
|
||
|
"acc": 66.57,
|
||
|
"time": 279.0755896190094,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1637038290500641,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03771506994962692,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042970288544893265,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13754086196422577,
|
||
|
"m": 0.9470759034156799
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05983322113752365,
|
||
|
"m": 0.47282692790031433
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034784767776727676,
|
||
|
"m": 0.6884680390357971
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14962194859981537,
|
||
|
"m": 0.7855253219604492
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04547290876507759,
|
||
|
"m": 0.5832478404045105
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0578097440302372,
|
||
|
"m": 0.8946253657341003
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028349997475743294,
|
||
|
"m": 0.9009119272232056
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06540554016828537,
|
||
|
"m": 0.9264582395553589
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10719581693410873,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0544525645673275,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015143520198762417,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 53,
|
||
|
"train_loss": 1.4130297899246216,
|
||
|
"val_loss": 0.9690747857093811,
|
||
|
"acc": 66.64,
|
||
|
"time": 282.93674362100137,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17169928550720215,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04431065544486046,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035666678100824356,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1321091204881668,
|
||
|
"m": 0.8806413412094116
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052239563316106796,
|
||
|
"m": 0.3771388530731201
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02991682104766369,
|
||
|
"m": 0.7415647506713867
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16893120110034943,
|
||
|
"m": 0.7800922989845276
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05149406939744949,
|
||
|
"m": 0.6676602959632874
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05336570367217064,
|
||
|
"m": 0.9260458946228027
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031703464686870575,
|
||
|
"m": 0.9844723343849182
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06767652928829193,
|
||
|
"m": 0.8918341398239136
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10377554595470428,
|
||
|
"m": 0.9971826076507568
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04505228251218796,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012059198692440987,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 54,
|
||
|
"train_loss": 1.7565165758132935,
|
||
|
"val_loss": 0.946366548538208,
|
||
|
"acc": 67.09,
|
||
|
"time": 277.5120878870075,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1541009247303009,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04967137426137924,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03717465698719025,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13213953375816345,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05287691950798035,
|
||
|
"m": 0.46219900250434875
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03131427615880966,
|
||
|
"m": 0.7970628142356873
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17484670877456665,
|
||
|
"m": 0.85404372215271
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056485336273908615,
|
||
|
"m": 0.7037551999092102
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05090254545211792,
|
||
|
"m": 0.8577607274055481
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0334559790790081,
|
||
|
"m": 0.9320496320724487
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06436942517757416,
|
||
|
"m": 0.9786660075187683
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10083784908056259,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0505426749587059,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011281714774668217,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 55,
|
||
|
"train_loss": 1.452469825744629,
|
||
|
"val_loss": 0.9727929830551147,
|
||
|
"acc": 68.31,
|
||
|
"time": 290.3334650260076,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.15675672888755798,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05060301348567009,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040458645671606064,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13296031951904297,
|
||
|
"m": 0.8680083751678467
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051895949989557266,
|
||
|
"m": 0.40426987409591675
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032355815172195435,
|
||
|
"m": 0.6843781471252441
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17153716087341309,
|
||
|
"m": 0.8371759057044983
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039051227271556854,
|
||
|
"m": 0.727787435054779
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053600408136844635,
|
||
|
"m": 0.8985204100608826
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03282838314771652,
|
||
|
"m": 0.9118268489837646
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06593873351812363,
|
||
|
"m": 0.9918328523635864
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10136032849550247,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056403376162052155,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014249949716031551,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 56,
|
||
|
"train_loss": 1.5290896892547607,
|
||
|
"val_loss": 0.99625563621521,
|
||
|
"acc": 67.31,
|
||
|
"time": 284.71474861000024,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.168692484498024,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0510186143219471,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040202826261520386,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1468942016363144,
|
||
|
"m": 0.7900139689445496
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04825373366475105,
|
||
|
"m": 0.44727659225463867
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01896238513290882,
|
||
|
"m": 0.5947703719139099
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16639776527881622,
|
||
|
"m": 0.8424802422523499
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05112754926085472,
|
||
|
"m": 0.8467161059379578
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04809936136007309,
|
||
|
"m": 0.8657034635543823
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031575415283441544,
|
||
|
"m": 0.9897430539131165
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06487151980400085,
|
||
|
"m": 0.9997678399085999
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09545604884624481,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053429167717695236,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015018955804407597,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 57,
|
||
|
"train_loss": 1.625428318977356,
|
||
|
"val_loss": 0.9477160573005676,
|
||
|
"acc": 67.07,
|
||
|
"time": 284.91598607499327,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.16833087801933289,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03513055294752121,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03827843442559242,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12388713657855988,
|
||
|
"m": 0.738041341304779
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05575116351246834,
|
||
|
"m": 0.44598686695098877
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02218763157725334,
|
||
|
"m": 0.6013670563697815
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17087890207767487,
|
||
|
"m": 0.8070666790008545
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053451232612133026,
|
||
|
"m": 0.871518611907959
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06150687858462334,
|
||
|
"m": 0.9332814812660217
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028686711564660072,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.068659707903862,
|
||
|
"m": 0.8874967098236084
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11089382320642471,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046601809561252594,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015755105763673782,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 58,
|
||
|
"train_loss": 1.1298823356628418,
|
||
|
"val_loss": 1.000664234161377,
|
||
|
"acc": 67.81,
|
||
|
"time": 279.4388052169961,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.16456715762615204,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019148046150803566,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03286830335855484,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14378637075424194,
|
||
|
"m": 0.845666766166687
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05443550646305084,
|
||
|
"m": 0.438530296087265
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036699533462524414,
|
||
|
"m": 0.5056465864181519
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1663190871477127,
|
||
|
"m": 0.8713511228561401
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05333743989467621,
|
||
|
"m": 0.9403976202011108
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055708955973386765,
|
||
|
"m": 0.8964129686355591
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03299104794859886,
|
||
|
"m": 0.9815184473991394
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05469676852226257,
|
||
|
"m": 0.8955803513526917
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10402630269527435,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06617362797260284,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015241812914609909,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 59,
|
||
|
"train_loss": 0.9779030084609985,
|
||
|
"val_loss": 1.0613659620285034,
|
||
|
"acc": 67.13,
|
||
|
"time": 287.79195397700823,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17261001467704773,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03849353268742561,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03700965270400047,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12122537195682526,
|
||
|
"m": 0.7567398548126221
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05355202406644821,
|
||
|
"m": 0.38628390431404114
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038583725690841675,
|
||
|
"m": 0.3298572599887848
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16889797151088715,
|
||
|
"m": 0.8251186609268188
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043190088123083115,
|
||
|
"m": 0.8418527841567993
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05847657844424248,
|
||
|
"m": 0.9005361199378967
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03263672813773155,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0604633130133152,
|
||
|
"m": 0.9238062500953674
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10890738666057587,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05162794142961502,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0143257612362504,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 60,
|
||
|
"train_loss": 1.3004646301269531,
|
||
|
"val_loss": 1.0496975183486938,
|
||
|
"acc": 67.58,
|
||
|
"time": 282.44820664200233,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17018677294254303,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042703110724687576,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043209806084632874,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13794821500778198,
|
||
|
"m": 0.5383877158164978
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054304126650094986,
|
||
|
"m": 0.32975679636001587
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02759523130953312,
|
||
|
"m": 0.28645041584968567
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16770941019058228,
|
||
|
"m": 0.861038088798523
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05427924171090126,
|
||
|
"m": 0.9977519512176514
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050557058304548264,
|
||
|
"m": 0.8501960039138794
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033122267574071884,
|
||
|
"m": 0.9919957518577576
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05926040560007095,
|
||
|
"m": 0.9542549252510071
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10264778882265091,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04265913739800453,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013817464001476765,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 61,
|
||
|
"train_loss": 1.4876704216003418,
|
||
|
"val_loss": 0.9321226477622986,
|
||
|
"acc": 66.95,
|
||
|
"time": 291.4815900800022,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.17454209923744202,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046111494302749634,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04853655397891998,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11867207288742065,
|
||
|
"m": 0.547207772731781
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057550616562366486,
|
||
|
"m": 0.39574629068374634
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038438159972429276,
|
||
|
"m": 0.27830299735069275
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14920595288276672,
|
||
|
"m": 0.9058414101600647
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04780886322259903,
|
||
|
"m": 0.9628481268882751
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06300825625658035,
|
||
|
"m": 0.9675264954566956
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02168196626007557,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07086168974637985,
|
||
|
"m": 0.9200295805931091
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09770519286394119,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051963262259960175,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013913880102336407,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 62,
|
||
|
"train_loss": 1.469354271888733,
|
||
|
"val_loss": 0.9926729798316956,
|
||
|
"acc": 67.59,
|
||
|
"time": 281.54199035400234,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.16947060823440552,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03674699366092682,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04265961796045303,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13940972089767456,
|
||
|
"m": 0.510610818862915
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05487591400742531,
|
||
|
"m": 0.21673497557640076
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02292250096797943,
|
||
|
"m": 0.14606095850467682
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1322288066148758,
|
||
|
"m": 0.8142716884613037
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0567735955119133,
|
||
|
"m": 0.9821163415908813
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06049203872680664,
|
||
|
"m": 0.9458538293838501
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03893512487411499,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06662227213382721,
|
||
|
"m": 0.8740439414978027
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11752919107675552,
|
||
|
"m": 0.9974784851074219
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044475287199020386,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016858475282788277,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 63,
|
||
|
"train_loss": 1.5511012077331543,
|
||
|
"val_loss": 0.9476139545440674,
|
||
|
"acc": 66.76,
|
||
|
"time": 284.6143300179974,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14987614750862122,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05669848248362541,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03484819084405899,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14444643259048462,
|
||
|
"m": 0.6273705363273621
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05130982771515846,
|
||
|
"m": 0.2381613403558731
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03102506697177887,
|
||
|
"m": 0.10171590000391006
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16048970818519592,
|
||
|
"m": 0.8555474281311035
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05056256428360939,
|
||
|
"m": 0.9198845624923706
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05770200118422508,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03574091196060181,
|
||
|
"m": 0.9976965188980103
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0657297670841217,
|
||
|
"m": 0.9579393267631531
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09541342407464981,
|
||
|
"m": 0.995704710483551
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056295573711395264,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009861819446086884,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 64,
|
||
|
"train_loss": 1.3809993267059326,
|
||
|
"val_loss": 1.0851078033447266,
|
||
|
"acc": 67.27,
|
||
|
"time": 283.20369822099747,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14335599541664124,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047755490988492966,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0371159203350544,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11441589146852493,
|
||
|
"m": 0.6959545016288757
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05066787451505661,
|
||
|
"m": 0.37491193413734436
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03469826281070709,
|
||
|
"m": 0.11956779658794403
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16957814991474152,
|
||
|
"m": 0.8788298964500427
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05101875588297844,
|
||
|
"m": 0.9256106615066528
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062345005571842194,
|
||
|
"m": 0.9989169836044312
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03466343134641647,
|
||
|
"m": 0.9913720488548279
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0719442144036293,
|
||
|
"m": 0.8420062065124512
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10508500039577484,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05902903154492378,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018326984718441963,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 65,
|
||
|
"train_loss": 1.2575764656066895,
|
||
|
"val_loss": 0.8671425580978394,
|
||
|
"acc": 68.19,
|
||
|
"time": 284.68509054700553,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.16504967212677002,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04108431935310364,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03729884326457977,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12188155204057693,
|
||
|
"m": 0.7553892135620117
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05651276186108589,
|
||
|
"m": 0.38776758313179016
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03485323116183281,
|
||
|
"m": 0.10045644640922546
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1589246392250061,
|
||
|
"m": 0.8747061491012573
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05490190163254738,
|
||
|
"m": 0.8972570896148682
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06907998770475388,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03673302009701729,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0681883841753006,
|
||
|
"m": 0.8714554905891418
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08924809098243713,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05145106837153435,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014792388305068016,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 66,
|
||
|
"train_loss": 1.0510735511779785,
|
||
|
"val_loss": 0.9162536263465881,
|
||
|
"acc": 67.99,
|
||
|
"time": 281.827828235997,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14497986435890198,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032722461968660355,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045134007930755615,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11886950582265854,
|
||
|
"m": 0.7951307892799377
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05473504960536957,
|
||
|
"m": 0.3553946912288666
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034813687205314636,
|
||
|
"m": 0.10108663886785507
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1684122234582901,
|
||
|
"m": 0.8969607353210449
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05242348462343216,
|
||
|
"m": 0.9662178754806519
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06589993834495544,
|
||
|
"m": 0.914312481880188
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029237890616059303,
|
||
|
"m": 0.9630507230758667
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07110071182250977,
|
||
|
"m": 0.8809846639633179
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10779459774494171,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056946370750665665,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01693020947277546,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 67,
|
||
|
"train_loss": 1.5244007110595703,
|
||
|
"val_loss": 0.9113758206367493,
|
||
|
"acc": 68.05,
|
||
|
"time": 293.0064949129883,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.15363772213459015,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052443236112594604,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03774216026067734,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14091026782989502,
|
||
|
"m": 0.8499419093132019
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04692578315734863,
|
||
|
"m": 0.4408939778804779
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03435969725251198,
|
||
|
"m": 0.19376449286937714
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16494207084178925,
|
||
|
"m": 0.8594179153442383
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05485649034380913,
|
||
|
"m": 0.8200416564941406
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051854249089956284,
|
||
|
"m": 0.997550368309021
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017560463398694992,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0715009868144989,
|
||
|
"m": 0.9528634548187256
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11081017553806305,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04832838848233223,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014128325507044792,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 68,
|
||
|
"train_loss": 1.6161587238311768,
|
||
|
"val_loss": 1.023061990737915,
|
||
|
"acc": 68.42,
|
||
|
"time": 294.0445141329983,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1563037931919098,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04971686005592346,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04289425536990166,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1416986733675003,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03776370361447334,
|
||
|
"m": 0.4457971155643463
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04008617624640465,
|
||
|
"m": 0.28617700934410095
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1615845412015915,
|
||
|
"m": 0.8965835571289062
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04646466299891472,
|
||
|
"m": 0.9975879192352295
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04960354045033455,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038177765905857086,
|
||
|
"m": 0.9171598553657532
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05915340781211853,
|
||
|
"m": 0.9230184555053711
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10662008076906204,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050262387841939926,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019670067355036736,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 69,
|
||
|
"train_loss": 1.2277766466140747,
|
||
|
"val_loss": 0.9079726338386536,
|
||
|
"acc": 69.32,
|
||
|
"time": 279.72346448199823,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13451190292835236,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0569155216217041,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.046105094254016876,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12058530002832413,
|
||
|
"m": 0.8861952424049377
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050015661865472794,
|
||
|
"m": 0.3836979269981384
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035338144749403,
|
||
|
"m": 0.27649980783462524
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17288807034492493,
|
||
|
"m": 0.910335123538971
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049265697598457336,
|
||
|
"m": 0.9958332180976868
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05897302180528641,
|
||
|
"m": 0.9622743725776672
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033240675926208496,
|
||
|
"m": 0.9011709094047546
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06354980915784836,
|
||
|
"m": 0.9097495675086975
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10561821609735489,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058425888419151306,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014567050151526928,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 70,
|
||
|
"train_loss": 1.9394919872283936,
|
||
|
"val_loss": 0.8263579607009888,
|
||
|
"acc": 68.53,
|
||
|
"time": 290.7589142490033,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.15600323677062988,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030891288071870804,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04409617930650711,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13894440233707428,
|
||
|
"m": 0.8656219244003296
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05997779220342636,
|
||
|
"m": 0.3776915371417999
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03796447440981865,
|
||
|
"m": 0.2980104684829712
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16155268251895905,
|
||
|
"m": 0.9208723306655884
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040141813457012177,
|
||
|
"m": 0.9348852038383484
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060686856508255005,
|
||
|
"m": 0.9993827939033508
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025484085083007812,
|
||
|
"m": 0.9595032930374146
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07132797688245773,
|
||
|
"m": 0.9964480400085449
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10207637399435043,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05624519661068916,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014607694931328297,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 71,
|
||
|
"train_loss": 1.3804851770401,
|
||
|
"val_loss": 0.790156900882721,
|
||
|
"acc": 68.83,
|
||
|
"time": 292.3457909360004,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.15755435824394226,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04780302196741104,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0426647923886776,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1355995535850525,
|
||
|
"m": 0.9841762185096741
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04236321151256561,
|
||
|
"m": 0.3906986117362976
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03354671970009804,
|
||
|
"m": 0.39952361583709717
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15072962641716003,
|
||
|
"m": 0.9126082062721252
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05560699477791786,
|
||
|
"m": 0.865776538848877
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05485067889094353,
|
||
|
"m": 0.9513924717903137
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03859465569257736,
|
||
|
"m": 0.9829018115997314
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054560694843530655,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10836472362279892,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061089277267456055,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016671644523739815,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 72,
|
||
|
"train_loss": 1.40989351272583,
|
||
|
"val_loss": 0.8968968391418457,
|
||
|
"acc": 69.08,
|
||
|
"time": 293.7957305470045,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1476733535528183,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03684511035680771,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04799797385931015,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13909055292606354,
|
||
|
"m": 0.9900383353233337
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06610062718391418,
|
||
|
"m": 0.4287484884262085
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03640274330973625,
|
||
|
"m": 0.2511756122112274
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14728213846683502,
|
||
|
"m": 0.8755788803100586
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05297097936272621,
|
||
|
"m": 0.9215614795684814
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05174671858549118,
|
||
|
"m": 0.8976888060569763
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040966928005218506,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06744381040334702,
|
||
|
"m": 0.9472223520278931
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1000523641705513,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04862428456544876,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016802435740828514,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 73,
|
||
|
"train_loss": 1.138058066368103,
|
||
|
"val_loss": 0.7977084517478943,
|
||
|
"acc": 68.41,
|
||
|
"time": 281.9842806439992,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.16338780522346497,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04256250336766243,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04527970775961876,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14998666942119598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05874847248196602,
|
||
|
"m": 0.5369421243667603
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038450438529253006,
|
||
|
"m": 0.3789686858654022
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16440832614898682,
|
||
|
"m": 0.9593377113342285
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062069449573755264,
|
||
|
"m": 0.883894681930542
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05363588407635689,
|
||
|
"m": 0.8998884558677673
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030070330947637558,
|
||
|
"m": 0.9805241227149963
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04764162003993988,
|
||
|
"m": 0.9324224591255188
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08503644168376923,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051429592072963715,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007292747963219881,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 74,
|
||
|
"train_loss": 1.4676066637039185,
|
||
|
"val_loss": 0.9007815718650818,
|
||
|
"acc": 69.38,
|
||
|
"time": 300.28351443700376,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.16584894061088562,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03286241367459297,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04571566358208656,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13935963809490204,
|
||
|
"m": 0.9535778760910034
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05261499807238579,
|
||
|
"m": 0.5715132355690002
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03234463557600975,
|
||
|
"m": 0.4120841920375824
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1491030901670456,
|
||
|
"m": 0.9007779359817505
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04645039141178131,
|
||
|
"m": 0.9380353093147278
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06865303218364716,
|
||
|
"m": 0.9949333667755127
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03443038463592529,
|
||
|
"m": 0.9929403066635132
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058869682252407074,
|
||
|
"m": 0.9703088998794556
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11123019456863403,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04880358651280403,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013713483698666096,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 75,
|
||
|
"train_loss": 1.5225398540496826,
|
||
|
"val_loss": 1.0370261669158936,
|
||
|
"acc": 68.85,
|
||
|
"time": 293.25512120900385,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.15487022697925568,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04914591461420059,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03180510178208351,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1424238383769989,
|
||
|
"m": 0.9729107618331909
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04815872013568878,
|
||
|
"m": 0.406521201133728
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030697355046868324,
|
||
|
"m": 0.513970136642456
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15413133800029755,
|
||
|
"m": 0.8896705508232117
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0625506117939949,
|
||
|
"m": 0.9471257925033569
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05717827379703522,
|
||
|
"m": 0.8734941482543945
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03766019269824028,
|
||
|
"m": 0.9716593623161316
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07453209161758423,
|
||
|
"m": 0.8914013504981995
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09538676589727402,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053060662001371384,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008398995734751225,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 76,
|
||
|
"train_loss": 1.2675554752349854,
|
||
|
"val_loss": 0.8501900434494019,
|
||
|
"acc": 67.93,
|
||
|
"time": 290.2266803040111,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.15198558568954468,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05487038567662239,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05163773149251938,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13234519958496094,
|
||
|
"m": 0.8984583616256714
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049736980348825455,
|
||
|
"m": 0.21022236347198486
|
||
|
},
|
||
|
{
|
||
|
"p": 0.033543314784765244,
|
||
|
"m": 0.4667673707008362
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14785756170749664,
|
||
|
"m": 0.9254781007766724
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05453161522746086,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05363503843545914,
|
||
|
"m": 0.9028245210647583
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017124203965067863,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06945082545280457,
|
||
|
"m": 0.8005488514900208
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11102168262004852,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054814018309116364,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017445795238018036,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 77,
|
||
|
"train_loss": 1.4228734970092773,
|
||
|
"val_loss": 0.8547437191009521,
|
||
|
"acc": 68.72,
|
||
|
"time": 291.42894710900146,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.16927990317344666,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03155739605426788,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04744081571698189,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1322345733642578,
|
||
|
"m": 0.8253083229064941
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04491773247718811,
|
||
|
"m": 0.18487349152565002
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03922569006681442,
|
||
|
"m": 0.40470290184020996
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14498844742774963,
|
||
|
"m": 0.8724508881568909
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049201689660549164,
|
||
|
"m": 0.9165382981300354
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07134145498275757,
|
||
|
"m": 0.9631268978118896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028270523995161057,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058827269822359085,
|
||
|
"m": 0.7622502446174622
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0980074405670166,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06486771255731583,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019839338958263397,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 78,
|
||
|
"train_loss": 1.4670897722244263,
|
||
|
"val_loss": 0.8846249580383301,
|
||
|
"acc": 69.48,
|
||
|
"time": 287.3175086580013,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14223921298980713,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05636148154735565,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04877026379108429,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12627239525318146,
|
||
|
"m": 0.9283180236816406
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05214429274201393,
|
||
|
"m": 0.27040350437164307
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02930573560297489,
|
||
|
"m": 0.42293402552604675
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13539369404315948,
|
||
|
"m": 0.9364848732948303
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051433246582746506,
|
||
|
"m": 0.8704676628112793
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0695703774690628,
|
||
|
"m": 0.8527156710624695
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03663847595453262,
|
||
|
"m": 0.9514610171318054
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06597990542650223,
|
||
|
"m": 0.8180010914802551
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11002042144536972,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06103114038705826,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01483944896608591,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 79,
|
||
|
"train_loss": 1.4334962368011475,
|
||
|
"val_loss": 1.0315214395523071,
|
||
|
"acc": 68.69,
|
||
|
"time": 292.4791586689971,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14343756437301636,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04123759642243385,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03293544054031372,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12647025287151337,
|
||
|
"m": 0.9770944118499756
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06821143627166748,
|
||
|
"m": 0.18167826533317566
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018538516014814377,
|
||
|
"m": 0.33968815207481384
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15667951107025146,
|
||
|
"m": 0.9430018663406372
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0577017106115818,
|
||
|
"m": 0.8782818913459778
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044873837381601334,
|
||
|
"m": 0.8895782232284546
|
||
|
},
|
||
|
{
|
||
|
"p": 0.039620548486709595,
|
||
|
"m": 0.9151232838630676
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07584203034639359,
|
||
|
"m": 0.8290379047393799
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11078919470310211,
|
||
|
"m": 0.9998311400413513
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05989885330200195,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023763475939631462,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 80,
|
||
|
"train_loss": 1.6506245136260986,
|
||
|
"val_loss": 0.8046290278434753,
|
||
|
"acc": 68.67,
|
||
|
"time": 287.58754480099014,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14182910323143005,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12867854535579681,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.042591266334056854,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11753256618976593,
|
||
|
"m": 0.7889916896820068
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04705232381820679,
|
||
|
"m": 0.1315789818763733
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03304734081029892,
|
||
|
"m": 0.3384476602077484
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12314586341381073,
|
||
|
"m": 0.8971550464630127
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04209575429558754,
|
||
|
"m": 0.7445006966590881
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044656094163656235,
|
||
|
"m": 0.978214681148529
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034091971814632416,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07268204540014267,
|
||
|
"m": 0.6717852354049683
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10409294068813324,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04831679165363312,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020187273621559143,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 81,
|
||
|
"train_loss": 1.2489291429519653,
|
||
|
"val_loss": 0.8534889817237854,
|
||
|
"acc": 69.26,
|
||
|
"time": 289.2892553510028,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.15349631011486053,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021675145253539085,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04776103422045708,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1100795567035675,
|
||
|
"m": 0.7153257131576538
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04699345678091049,
|
||
|
"m": 0.2781435549259186
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0445060096681118,
|
||
|
"m": 0.35204005241394043
|
||
|
},
|
||
|
{
|
||
|
"p": 0.17074692249298096,
|
||
|
"m": 0.8815837502479553
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049565739929676056,
|
||
|
"m": 0.724944531917572
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055171988904476166,
|
||
|
"m": 0.8601386547088623
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017867738381028175,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07590288668870926,
|
||
|
"m": 0.8435805439949036
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11853545159101486,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06446094065904617,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023236840963363647,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 82,
|
||
|
"train_loss": 1.1944586038589478,
|
||
|
"val_loss": 0.9688649773597717,
|
||
|
"acc": 69.17,
|
||
|
"time": 284.4345674130018,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13948839902877808,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01305896695703268,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048402395099401474,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12449584156274796,
|
||
|
"m": 0.7838572263717651
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058805618435144424,
|
||
|
"m": 0.3428831696510315
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044891998171806335,
|
||
|
"m": 0.15659721195697784
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13724029064178467,
|
||
|
"m": 0.8273571729660034
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05294087901711464,
|
||
|
"m": 0.9441379308700562
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06818955391645432,
|
||
|
"m": 0.9414774775505066
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032707951962947845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06864060461521149,
|
||
|
"m": 0.8869113326072693
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11570311337709427,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07837360352277756,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017060711979866028,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 83,
|
||
|
"train_loss": 1.169355869293213,
|
||
|
"val_loss": 0.7870953679084778,
|
||
|
"acc": 70.22,
|
||
|
"time": 283.3605637349974,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.16680346429347992,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007775613106787205,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.044998899102211,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1471025049686432,
|
||
|
"m": 0.8908839821815491
|
||
|
},
|
||
|
{
|
||
|
"p": 0.049977030605077744,
|
||
|
"m": 0.5109211206436157
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04281621426343918,
|
||
|
"m": 0.23983681201934814
|
||
|
},
|
||
|
{
|
||
|
"p": 0.16161146759986877,
|
||
|
"m": 0.8791562914848328
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052567627280950546,
|
||
|
"m": 0.8529653549194336
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04639037698507309,
|
||
|
"m": 0.9533585906028748
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022253461182117462,
|
||
|
"m": 0.9108540415763855
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0724325031042099,
|
||
|
"m": 0.9281567931175232
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10836192220449448,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06005101650953293,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01685791276395321,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 84,
|
||
|
"train_loss": 1.7208278179168701,
|
||
|
"val_loss": 0.9196624159812927,
|
||
|
"acc": 68.96,
|
||
|
"time": 279.69380697599263,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1564522087574005,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047731708735227585,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038512974977493286,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1246853619813919,
|
||
|
"m": 0.9576247334480286
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07031956315040588,
|
||
|
"m": 0.4932781159877777
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0449780710041523,
|
||
|
"m": 0.14885714650154114
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13641084730625153,
|
||
|
"m": 0.8282306790351868
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05826316773891449,
|
||
|
"m": 0.7615378499031067
|
||
|
},
|
||
|
{
|
||
|
"p": 0.068808913230896,
|
||
|
"m": 0.9724552631378174
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027945300564169884,
|
||
|
"m": 0.9422327280044556
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040379881858825684,
|
||
|
"m": 0.8985190987586975
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1156257838010788,
|
||
|
"m": 0.9993205070495605
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05427702143788338,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015609201975166798,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 85,
|
||
|
"train_loss": 1.4732015132904053,
|
||
|
"val_loss": 1.0135397911071777,
|
||
|
"acc": 69.74,
|
||
|
"time": 300.30639410199365,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1571732610464096,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014171309769153595,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04566603899002075,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13137996196746826,
|
||
|
"m": 0.8933243751525879
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05937730148434639,
|
||
|
"m": 0.4319297969341278
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03932966664433479,
|
||
|
"m": 0.26376354694366455
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12080946564674377,
|
||
|
"m": 0.8533870577812195
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06600445508956909,
|
||
|
"m": 0.7222214341163635
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07111236453056335,
|
||
|
"m": 0.7698538303375244
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026493197306990623,
|
||
|
"m": 0.955103874206543
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07687120139598846,
|
||
|
"m": 0.8544939160346985
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1149301528930664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06049501150846481,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016186548396945,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 86,
|
||
|
"train_loss": 1.0929734706878662,
|
||
|
"val_loss": 0.8558819890022278,
|
||
|
"acc": 68.5,
|
||
|
"time": 279.44654191398877,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13260819017887115,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015000679530203342,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051286596804857254,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12623950839042664,
|
||
|
"m": 0.7648453116416931
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06036469712853432,
|
||
|
"m": 0.4015520215034485
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0508449524641037,
|
||
|
"m": 0.18947811424732208
|
||
|
},
|
||
|
{
|
||
|
"p": 0.159144788980484,
|
||
|
"m": 0.8910704255104065
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0727945938706398,
|
||
|
"m": 0.9111512303352356
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07799313217401505,
|
||
|
"m": 0.9882711172103882
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02120179869234562,
|
||
|
"m": 0.9898145198822021
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05656522139906883,
|
||
|
"m": 0.8437086343765259
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10604597628116608,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05199326574802399,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01791645586490631,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 87,
|
||
|
"train_loss": 0.8436604142189026,
|
||
|
"val_loss": 0.9527028799057007,
|
||
|
"acc": 69.89,
|
||
|
"time": 294.83967180899344,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1463981568813324,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013169950805604458,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0355055034160614,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13613292574882507,
|
||
|
"m": 0.7547209858894348
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062297508120536804,
|
||
|
"m": 0.39357274770736694
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04798280820250511,
|
||
|
"m": 0.12898731231689453
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13144855201244354,
|
||
|
"m": 0.8472245931625366
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05726097896695137,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06698805838823318,
|
||
|
"m": 0.9750548005104065
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023772316053509712,
|
||
|
"m": 0.9841495752334595
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08090831339359283,
|
||
|
"m": 0.8970069885253906
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1088605672121048,
|
||
|
"m": 0.9892286658287048
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07178065925836563,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01749376393854618,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 88,
|
||
|
"train_loss": 1.079810619354248,
|
||
|
"val_loss": 1.0676573514938354,
|
||
|
"acc": 70.05,
|
||
|
"time": 296.5997902300005,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13966524600982666,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011439542286098003,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047053296118974686,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13181544840335846,
|
||
|
"m": 0.6941894888877869
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05123646929860115,
|
||
|
"m": 0.3900870978832245
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032207004725933075,
|
||
|
"m": 0.21916966140270233
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15961629152297974,
|
||
|
"m": 0.8672947287559509
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059553008526563644,
|
||
|
"m": 0.9409151673316956
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053343359380960464,
|
||
|
"m": 0.9571128487586975
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03093685954809189,
|
||
|
"m": 0.9507895708084106
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08402721583843231,
|
||
|
"m": 0.9986311793327332
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10928047448396683,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06493589282035828,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024889860302209854,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 89,
|
||
|
"train_loss": 1.2199935913085938,
|
||
|
"val_loss": 0.8581616878509521,
|
||
|
"acc": 69.51,
|
||
|
"time": 278.19722075900063,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1556081622838974,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014875470660626888,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05131319537758827,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12642578780651093,
|
||
|
"m": 0.8576828241348267
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07758130878210068,
|
||
|
"m": 0.4672042429447174
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043452657759189606,
|
||
|
"m": 0.16413819789886475
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1405021995306015,
|
||
|
"m": 0.9323893189430237
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06338832527399063,
|
||
|
"m": 0.8879216313362122
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06302547454833984,
|
||
|
"m": 0.8924426436424255
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015734946355223656,
|
||
|
"m": 0.9921399354934692
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07532963901758194,
|
||
|
"m": 0.9887324571609497
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10318510979413986,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05191435664892197,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017663346603512764,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 90,
|
||
|
"train_loss": 1.0403268337249756,
|
||
|
"val_loss": 0.921809196472168,
|
||
|
"acc": 69.71,
|
||
|
"time": 283.2962458700058,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14951083064079285,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016478287056088448,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06226472184062004,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09982457756996155,
|
||
|
"m": 0.7452554702758789
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0544520728290081,
|
||
|
"m": 0.5308881998062134
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02588793635368347,
|
||
|
"m": 0.14586317539215088
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14631019532680511,
|
||
|
"m": 0.8754380345344543
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06639011204242706,
|
||
|
"m": 0.8242801427841187
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06657984852790833,
|
||
|
"m": 0.7497450709342957
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02034771256148815,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09684328734874725,
|
||
|
"m": 0.9319793581962585
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10342571139335632,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06875721365213394,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02292746677994728,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 91,
|
||
|
"train_loss": 1.4638152122497559,
|
||
|
"val_loss": 0.8884172439575195,
|
||
|
"acc": 68.77,
|
||
|
"time": 285.5781494880066,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13864809274673462,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013947376981377602,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053018469363451004,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13239476084709167,
|
||
|
"m": 0.5760109424591064
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06296295672655106,
|
||
|
"m": 0.5520238876342773
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03397952765226364,
|
||
|
"m": 0.13157428801059723
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14271493256092072,
|
||
|
"m": 0.9009842872619629
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04678346589207649,
|
||
|
"m": 0.8643351793289185
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05409524217247963,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0281843114644289,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08136411011219025,
|
||
|
"m": 0.9878263473510742
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11299142986536026,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07382984459400177,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025085508823394775,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 92,
|
||
|
"train_loss": 1.0830570459365845,
|
||
|
"val_loss": 0.9226924180984497,
|
||
|
"acc": 69.79,
|
||
|
"time": 285.7936994789925,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1350521296262741,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020461970940232277,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05711139366030693,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.126291885972023,
|
||
|
"m": 0.6136196851730347
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0606001615524292,
|
||
|
"m": 0.33178919553756714
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052929122000932693,
|
||
|
"m": 0.14226819574832916
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13181331753730774,
|
||
|
"m": 0.7255312204360962
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06519151479005814,
|
||
|
"m": 0.7714151740074158
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06905783712863922,
|
||
|
"m": 0.9300852417945862
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0264380294829607,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08212976157665253,
|
||
|
"m": 0.8299586176872253
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09291330724954605,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05642623081803322,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023583341389894485,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 93,
|
||
|
"train_loss": 0.7571908235549927,
|
||
|
"val_loss": 0.7990674376487732,
|
||
|
"acc": 69.76,
|
||
|
"time": 290.37266638300207,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13716986775398254,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011377561837434769,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05164745822548866,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.116434745490551,
|
||
|
"m": 0.6623459458351135
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062029123306274414,
|
||
|
"m": 0.38327547907829285
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04190679267048836,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14437855780124664,
|
||
|
"m": 0.754621148109436
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06292220205068588,
|
||
|
"m": 0.8057467341423035
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05893576517701149,
|
||
|
"m": 0.9303804039955139
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029480334371328354,
|
||
|
"m": 0.9922870993614197
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08828496187925339,
|
||
|
"m": 0.8143609166145325
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12065771967172623,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04593783989548683,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028836999088525772,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 94,
|
||
|
"train_loss": 0.9637205600738525,
|
||
|
"val_loss": 0.911952555179596,
|
||
|
"acc": 69.45,
|
||
|
"time": 290.182389988011,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.15124888718128204,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0034762646537274122,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05969690531492233,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10794572532176971,
|
||
|
"m": 0.6299659013748169
|
||
|
},
|
||
|
{
|
||
|
"p": 0.045238398015499115,
|
||
|
"m": 0.4127938747406006
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028997622430324554,
|
||
|
"m": 0.24608774483203888
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14373818039894104,
|
||
|
"m": 0.9534542560577393
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06937142461538315,
|
||
|
"m": 0.9788317084312439
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07571734488010406,
|
||
|
"m": 0.9612311720848083
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022391505539417267,
|
||
|
"m": 0.972987174987793
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0823785662651062,
|
||
|
"m": 0.9805893898010254
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11325065046548843,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07205011695623398,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024498239159584045,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 95,
|
||
|
"train_loss": 1.1157227754592896,
|
||
|
"val_loss": 0.9813438653945923,
|
||
|
"acc": 69.42,
|
||
|
"time": 296.7783073969913,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13961966335773468,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010410367511212826,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05220351740717888,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12848101556301117,
|
||
|
"m": 0.7187790870666504
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05456842854619026,
|
||
|
"m": 0.36114785075187683
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041695211082696915,
|
||
|
"m": 0.21390986442565918
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13906711339950562,
|
||
|
"m": 0.9264107942581177
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07067295908927917,
|
||
|
"m": 0.9478166699409485
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0663202628493309,
|
||
|
"m": 0.9576524496078491
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024076469242572784,
|
||
|
"m": 0.98690265417099
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08364226669073105,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11518321186304092,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05189581960439682,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022163739427924156,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 96,
|
||
|
"train_loss": 1.243927001953125,
|
||
|
"val_loss": 0.9178253412246704,
|
||
|
"acc": 70.54,
|
||
|
"time": 294.65094620600576,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13697247207164764,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016521384939551353,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0533660463988781,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1360422670841217,
|
||
|
"m": 0.8026115298271179
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06436244398355484,
|
||
|
"m": 0.421317994594574
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05067405104637146,
|
||
|
"m": 0.3045980632305145
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13972167670726776,
|
||
|
"m": 0.839311420917511
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07292700558900833,
|
||
|
"m": 0.8675320148468018
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06890301406383514,
|
||
|
"m": 0.9425992369651794
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022341713309288025,
|
||
|
"m": 0.9987857937812805
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06655394285917282,
|
||
|
"m": 0.92539381980896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10311128199100494,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05433455854654312,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014168147929012775,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 97,
|
||
|
"train_loss": 1.0501937866210938,
|
||
|
"val_loss": 0.9975882172584534,
|
||
|
"acc": 70.39,
|
||
|
"time": 292.8107620750088,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11911377310752869,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014241546392440796,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05883124843239784,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12353716790676117,
|
||
|
"m": 0.6377443671226501
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0725875049829483,
|
||
|
"m": 0.3394865095615387
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03256748244166374,
|
||
|
"m": 0.18602481484413147
|
||
|
},
|
||
|
{
|
||
|
"p": 0.15039147436618805,
|
||
|
"m": 0.8772383332252502
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05699637904763222,
|
||
|
"m": 0.878588855266571
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0656193271279335,
|
||
|
"m": 0.9642730355262756
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022722851485013962,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08402004837989807,
|
||
|
"m": 0.9444276094436646
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09477817267179489,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07618884742259979,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02840413525700569,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 98,
|
||
|
"train_loss": 1.170567512512207,
|
||
|
"val_loss": 0.8486127853393555,
|
||
|
"acc": 70.22,
|
||
|
"time": 298.77015637200384,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14173221588134766,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012664220295846462,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04619084298610687,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13252733647823334,
|
||
|
"m": 0.8310385346412659
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06560543179512024,
|
||
|
"m": 0.35583487153053284
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05376706272363663,
|
||
|
"m": 0.28255027532577515
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1292528510093689,
|
||
|
"m": 0.7798649668693542
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06723257154226303,
|
||
|
"m": 0.959122359752655
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06864316761493683,
|
||
|
"m": 0.9905524849891663
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02640899457037449,
|
||
|
"m": 0.9977691173553467
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05932123586535454,
|
||
|
"m": 0.9722676277160645
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11401324719190598,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062287796288728714,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020352991297841072,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 99,
|
||
|
"train_loss": 0.9223571419715881,
|
||
|
"val_loss": 1.087523341178894,
|
||
|
"acc": 69.69,
|
||
|
"time": 291.7150720280042,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13180537521839142,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01061263307929039,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06836245208978653,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11411472409963608,
|
||
|
"m": 0.759962797164917
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08051883429288864,
|
||
|
"m": 0.3041866421699524
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03710993006825447,
|
||
|
"m": 0.10110605508089066
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12805518507957458,
|
||
|
"m": 0.7855044007301331
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07528273016214371,
|
||
|
"m": 0.7709929347038269
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06574466079473495,
|
||
|
"m": 0.940992534160614
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023959992453455925,
|
||
|
"m": 0.9194055199623108
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08436395227909088,
|
||
|
"m": 0.876415491104126
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09181752800941467,
|
||
|
"m": 0.9964963793754578
|
||
|
},
|
||
|
{
|
||
|
"p": 0.061354249715805054,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026897786185145378,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 100,
|
||
|
"train_loss": 1.0983726978302002,
|
||
|
"val_loss": 0.8797702789306641,
|
||
|
"acc": 69.67,
|
||
|
"time": 298.4493367350078,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13934071362018585,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0203397199511528,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04706539958715439,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11219944804906845,
|
||
|
"m": 0.857401967048645
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07907339185476303,
|
||
|
"m": 0.365195631980896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04851515218615532,
|
||
|
"m": 0.24532267451286316
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11212674528360367,
|
||
|
"m": 0.8777361512184143
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06970544904470444,
|
||
|
"m": 0.8363756537437439
|
||
|
},
|
||
|
{
|
||
|
"p": 0.067476786673069,
|
||
|
"m": 0.9514013528823853
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029548104852437973,
|
||
|
"m": 0.9005520939826965
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08522647619247437,
|
||
|
"m": 0.9483125805854797
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09648783504962921,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06336420029401779,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029530545696616173,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 101,
|
||
|
"train_loss": 1.200083613395691,
|
||
|
"val_loss": 1.0059064626693726,
|
||
|
"acc": 68.39,
|
||
|
"time": 293.2842363630043,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13577573001384735,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08187125623226166,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04179680347442627,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10695266723632812,
|
||
|
"m": 0.8757256865501404
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05926943197846413,
|
||
|
"m": 0.46264544129371643
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05394412949681282,
|
||
|
"m": 0.2310938537120819
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13542552292346954,
|
||
|
"m": 0.9510277509689331
|
||
|
},
|
||
|
{
|
||
|
"p": 0.047889046370983124,
|
||
|
"m": 0.7780494689941406
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06322342157363892,
|
||
|
"m": 0.9869933724403381
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02208748832345009,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08711390197277069,
|
||
|
"m": 0.8118086457252502
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07883685827255249,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06665931642055511,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01915455050766468,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 102,
|
||
|
"train_loss": 1.4393348693847656,
|
||
|
"val_loss": 0.8128143548965454,
|
||
|
"acc": 69.89,
|
||
|
"time": 293.0044579660025,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1463831067085266,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012384415604174137,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057560037821531296,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13230854272842407,
|
||
|
"m": 0.9114887118339539
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0704730823636055,
|
||
|
"m": 0.41108545660972595
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04526379331946373,
|
||
|
"m": 0.32967618107795715
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1315394788980484,
|
||
|
"m": 0.9975000619888306
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05246301367878914,
|
||
|
"m": 0.8291957378387451
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0732041597366333,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014020932838320732,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08269986510276794,
|
||
|
"m": 0.9015629291534424
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10567157715559006,
|
||
|
"m": 0.9832863211631775
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058392610400915146,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017635351046919823,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 103,
|
||
|
"train_loss": 0.917341947555542,
|
||
|
"val_loss": 1.0810048580169678,
|
||
|
"acc": 70.42,
|
||
|
"time": 299.28126478100603,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.15097877383232117,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006099804770201445,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04600493609905243,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12179877609014511,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06979811191558838,
|
||
|
"m": 0.4369433522224426
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0440368689596653,
|
||
|
"m": 0.3238164484500885
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10839643329381943,
|
||
|
"m": 0.9847769737243652
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07022708654403687,
|
||
|
"m": 0.8364409804344177
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07408035546541214,
|
||
|
"m": 0.9730495810508728
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03201814368367195,
|
||
|
"m": 0.9442249536514282
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0694049522280693,
|
||
|
"m": 0.9937235713005066
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1161355972290039,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0756702721118927,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015349945984780788,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 104,
|
||
|
"train_loss": 1.1528735160827637,
|
||
|
"val_loss": 0.8890104293823242,
|
||
|
"acc": 70.14,
|
||
|
"time": 293.2570098610013,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14639775454998016,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010441047139465809,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0638062059879303,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12289252877235413,
|
||
|
"m": 0.9112193584442139
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07064826041460037,
|
||
|
"m": 0.38792911171913147
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05620487779378891,
|
||
|
"m": 0.21733272075653076
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10724734514951706,
|
||
|
"m": 0.9385964274406433
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05021417513489723,
|
||
|
"m": 0.8327189683914185
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08319589495658875,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03082152083516121,
|
||
|
"m": 0.9797407388687134
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07920852303504944,
|
||
|
"m": 0.9974208474159241
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08843214064836502,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06971482932567596,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02077474631369114,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 105,
|
||
|
"train_loss": 0.9890528321266174,
|
||
|
"val_loss": 0.8665755391120911,
|
||
|
"acc": 70.14,
|
||
|
"time": 283.9686517259979,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12159218639135361,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017620651051402092,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.058497000485658646,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10439883917570114,
|
||
|
"m": 0.8923102617263794
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07035993784666061,
|
||
|
"m": 0.31109553575515747
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05276857316493988,
|
||
|
"m": 0.1305878907442093
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11932989954948425,
|
||
|
"m": 0.9218124151229858
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0709221214056015,
|
||
|
"m": 0.7669371366500854
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08871272951364517,
|
||
|
"m": 0.9936777949333191
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029705999419093132,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09502846747636795,
|
||
|
"m": 0.9879458546638489
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10026177763938904,
|
||
|
"m": 0.9977298378944397
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05656241625547409,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014239405281841755,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 106,
|
||
|
"train_loss": 0.902401864528656,
|
||
|
"val_loss": 0.8333682417869568,
|
||
|
"acc": 69.73,
|
||
|
"time": 286.28301657899283,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.15709704160690308,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014181388542056084,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.041774071753025055,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10975424200296402,
|
||
|
"m": 0.9477924108505249
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08201953023672104,
|
||
|
"m": 0.19946251809597015
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05544300749897957,
|
||
|
"m": 0.10287190228700638
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12884443998336792,
|
||
|
"m": 0.9560156464576721
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006958705489523709,
|
||
|
"m": 0.6624879837036133
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07770804315805435,
|
||
|
"m": 0.9529131054878235
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012266159057617188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08402618765830994,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12241119891405106,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08556030690670013,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028218518942594528,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 107,
|
||
|
"train_loss": 0.8998340964317322,
|
||
|
"val_loss": 0.8588846325874329,
|
||
|
"acc": 70.25,
|
||
|
"time": 284.5763892309915,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12952102720737457,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025731585919857025,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06196300685405731,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11622349172830582,
|
||
|
"m": 0.9960017204284668
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07303569465875626,
|
||
|
"m": 0.12701597809791565
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056788407266139984,
|
||
|
"m": 0.25615736842155457
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13327844440937042,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010679616592824459,
|
||
|
"m": 0.6452527642250061
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08689162880182266,
|
||
|
"m": 0.9901195168495178
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023452317342162132,
|
||
|
"m": 0.939490795135498
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09810464829206467,
|
||
|
"m": 0.9404324293136597
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10208776593208313,
|
||
|
"m": 0.9954323172569275
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06642880290746689,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015813469886779785,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 108,
|
||
|
"train_loss": 1.0116044282913208,
|
||
|
"val_loss": 0.9158385396003723,
|
||
|
"acc": 70.0,
|
||
|
"time": 278.2544570970058,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14205101132392883,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0017312723211944103,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06503937393426895,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10764997452497482,
|
||
|
"m": 0.9599822759628296
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07892361283302307,
|
||
|
"m": 0.1959504783153534
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05393928289413452,
|
||
|
"m": 0.31453293561935425
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10382804274559021,
|
||
|
"m": 0.9136543273925781
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015303581953048706,
|
||
|
"m": 0.6725567579269409
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09036991745233536,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028682485222816467,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08259492367506027,
|
||
|
"m": 0.9863182902336121
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1059485375881195,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0803835541009903,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04355449229478836,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 109,
|
||
|
"train_loss": 0.9587925672531128,
|
||
|
"val_loss": 0.8131424784660339,
|
||
|
"acc": 69.68,
|
||
|
"time": 288.4782923849998,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12806980311870575,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04022211953997612,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07349955290555954,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14001178741455078,
|
||
|
"m": 0.8618436455726624
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07691711187362671,
|
||
|
"m": 0.26966267824172974
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04221856966614723,
|
||
|
"m": 0.30273476243019104
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10813749581575394,
|
||
|
"m": 0.8483069539070129
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010626954957842827,
|
||
|
"m": 0.683283805847168
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0800597071647644,
|
||
|
"m": 0.915744960308075
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01924651488661766,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07024320214986801,
|
||
|
"m": 0.9990225434303284
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11402282863855362,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07513190805912018,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021592365577816963,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 110,
|
||
|
"train_loss": 0.7979824542999268,
|
||
|
"val_loss": 0.8834797739982605,
|
||
|
"acc": 71.24,
|
||
|
"time": 287.84207146400877,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13851216435432434,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009204634465277195,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06650914251804352,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12379656732082367,
|
||
|
"m": 0.9247184991836548
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0712561085820198,
|
||
|
"m": 0.3011665642261505
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05857519805431366,
|
||
|
"m": 0.21580876410007477
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12665756046772003,
|
||
|
"m": 0.8008456230163574
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03668082877993584,
|
||
|
"m": 0.7217224836349487
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08494929224252701,
|
||
|
"m": 0.971717119216919
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006986307445913553,
|
||
|
"m": 0.9993701577186584
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09635113179683685,
|
||
|
"m": 0.866216778755188
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0922517478466034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06765474379062653,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02061452530324459,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 111,
|
||
|
"train_loss": 1.0355921983718872,
|
||
|
"val_loss": 0.7990528345108032,
|
||
|
"acc": 69.47,
|
||
|
"time": 280.10980646900134,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1443808376789093,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007250894792377949,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08458353579044342,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11089920997619629,
|
||
|
"m": 0.9303539991378784
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07906213402748108,
|
||
|
"m": 0.43621790409088135
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05708485096693039,
|
||
|
"m": 0.27889156341552734
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13989262282848358,
|
||
|
"m": 0.8476577997207642
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01238485798239708,
|
||
|
"m": 0.8142940998077393
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07365354150533676,
|
||
|
"m": 0.9422914981842041
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013473291881382465,
|
||
|
"m": 0.9996135234832764
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06445536762475967,
|
||
|
"m": 0.8161764740943909
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0988568440079689,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09389735758304596,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020124638453125954,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 112,
|
||
|
"train_loss": 1.2914202213287354,
|
||
|
"val_loss": 0.8728247284889221,
|
||
|
"acc": 70.82,
|
||
|
"time": 289.987868265991,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13488192856311798,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015147242695093155,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07560291141271591,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10409107804298401,
|
||
|
"m": 0.9486879110336304
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07211421430110931,
|
||
|
"m": 0.3196159899234772
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0590328648686409,
|
||
|
"m": 0.2229294627904892
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13642561435699463,
|
||
|
"m": 0.8543381690979004
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012427663430571556,
|
||
|
"m": 0.9171386361122131
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07907040417194366,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010688560083508492,
|
||
|
"m": 0.9894592761993408
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0989268571138382,
|
||
|
"m": 0.9118883609771729
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11791253834962845,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06924688071012497,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014431305229663849,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 113,
|
||
|
"train_loss": 1.3213027715682983,
|
||
|
"val_loss": 0.9563331007957458,
|
||
|
"acc": 70.65,
|
||
|
"time": 282.6051423680037,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13287091255187988,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00780961150303483,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0694214478135109,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11843108385801315,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07127506285905838,
|
||
|
"m": 0.4023907780647278
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06278572231531143,
|
||
|
"m": 0.14958161115646362
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13571617007255554,
|
||
|
"m": 0.9546509981155396
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0130802933126688,
|
||
|
"m": 0.9300423264503479
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08010287582874298,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012531275860965252,
|
||
|
"m": 0.9787684679031372
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07631219178438187,
|
||
|
"m": 0.9919089078903198
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10879657417535782,
|
||
|
"m": 0.9994780421257019
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08255802094936371,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028308777138590813,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 114,
|
||
|
"train_loss": 1.233933925628662,
|
||
|
"val_loss": 0.8575933575630188,
|
||
|
"acc": 70.28,
|
||
|
"time": 276.77620484000363,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14233246445655823,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008763275109231472,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07093222439289093,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11801546812057495,
|
||
|
"m": 0.9852906465530396
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0826529785990715,
|
||
|
"m": 0.35447993874549866
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04998414218425751,
|
||
|
"m": 0.12807677686214447
|
||
|
},
|
||
|
{
|
||
|
"p": 0.14695976674556732,
|
||
|
"m": 0.9861793518066406
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018551496788859367,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07426028698682785,
|
||
|
"m": 0.9486094117164612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007203294429928064,
|
||
|
"m": 0.9917616248130798
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09254450350999832,
|
||
|
"m": 0.8758134841918945
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1102571040391922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06782566010951996,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009717251174151897,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 115,
|
||
|
"train_loss": 0.9858877062797546,
|
||
|
"val_loss": 0.7776262164115906,
|
||
|
"acc": 70.53,
|
||
|
"time": 292.72883191300207,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13427968323230743,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006998145021498203,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06241896376013756,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12621021270751953,
|
||
|
"m": 0.918965220451355
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08868744969367981,
|
||
|
"m": 0.3365694284439087
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052313853055238724,
|
||
|
"m": 0.20844700932502747
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1255674511194229,
|
||
|
"m": 0.8317066431045532
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016591224819421768,
|
||
|
"m": 0.9920133948326111
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07974952459335327,
|
||
|
"m": 0.8921481370925903
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009337152354419231,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09735406935214996,
|
||
|
"m": 0.9810364246368408
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09298057854175568,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08258667588233948,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.024924932047724724,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 116,
|
||
|
"train_loss": 1.0594173669815063,
|
||
|
"val_loss": 0.9208691120147705,
|
||
|
"acc": 70.93,
|
||
|
"time": 286.64525762500125,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12853926420211792,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008081902749836445,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.064390167593956,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10798358917236328,
|
||
|
"m": 0.8493944406509399
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08699698746204376,
|
||
|
"m": 0.2618562877178192
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05502093583345413,
|
||
|
"m": 0.13687679171562195
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1305900365114212,
|
||
|
"m": 0.9708110690116882
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016439184546470642,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09544271230697632,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011482923291623592,
|
||
|
"m": 0.9746807217597961
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07297741621732712,
|
||
|
"m": 0.9231130480766296
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11825785785913467,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08344186097383499,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020355120301246643,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 117,
|
||
|
"train_loss": 0.9463710784912109,
|
||
|
"val_loss": 0.8865880966186523,
|
||
|
"acc": 70.61,
|
||
|
"time": 279.54735217499547,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13825049996376038,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012715880759060383,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07291194796562195,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11206445842981339,
|
||
|
"m": 0.7824011445045471
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07387717813253403,
|
||
|
"m": 0.24359649419784546
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06334716081619263,
|
||
|
"m": 0.18573759496212006
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12453821301460266,
|
||
|
"m": 0.9939457178115845
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016689907759428024,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07110940665006638,
|
||
|
"m": 0.9642470479011536
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008349019102752209,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08820444345474243,
|
||
|
"m": 0.7958128452301025
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11561954766511917,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08428003638982773,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018042363226413727,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 118,
|
||
|
"train_loss": 0.9671137928962708,
|
||
|
"val_loss": 0.975049614906311,
|
||
|
"acc": 70.93,
|
||
|
"time": 286.14210251100303,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.14928589761257172,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007223246153444052,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07047589123249054,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11286138743162155,
|
||
|
"m": 0.6449163556098938
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09008597582578659,
|
||
|
"m": 0.22867342829704285
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05594678223133087,
|
||
|
"m": 0.2853463590145111
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11677797883749008,
|
||
|
"m": 0.9427033066749573
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017982060089707375,
|
||
|
"m": 0.9871387481689453
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06931723654270172,
|
||
|
"m": 0.9440839290618896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010776746086776257,
|
||
|
"m": 0.9790276885032654
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10327278077602386,
|
||
|
"m": 0.9191813468933105
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09541858732700348,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07796578854322433,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02260962687432766,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 119,
|
||
|
"train_loss": 0.8550607562065125,
|
||
|
"val_loss": 0.8616364002227783,
|
||
|
"acc": 69.93,
|
||
|
"time": 280.5971284469997,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11825168132781982,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01044874545186758,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08169104903936386,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11976972967386246,
|
||
|
"m": 0.6506109833717346
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0833401009440422,
|
||
|
"m": 0.2258467823266983
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06241922825574875,
|
||
|
"m": 0.14187507331371307
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1256636381149292,
|
||
|
"m": 0.8673693537712097
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011000322178006172,
|
||
|
"m": 0.8532315492630005
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07589112967252731,
|
||
|
"m": 0.8508898019790649
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016405900940299034,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08720631897449493,
|
||
|
"m": 0.9972310662269592
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11707688868045807,
|
||
|
"m": 0.9928743839263916
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06854373216629028,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022291474044322968,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 120,
|
||
|
"train_loss": 0.99875807762146,
|
||
|
"val_loss": 0.8097180128097534,
|
||
|
"acc": 70.76,
|
||
|
"time": 287.38826395799697,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12232787162065506,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008746747858822346,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07654630392789841,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12547069787979126,
|
||
|
"m": 0.7401661276817322
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08235176652669907,
|
||
|
"m": 0.14155437052249908
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05254241079092026,
|
||
|
"m": 0.2389596700668335
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12071484327316284,
|
||
|
"m": 0.7884950637817383
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010527639649808407,
|
||
|
"m": 0.7932860255241394
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09947764128446579,
|
||
|
"m": 0.8692034482955933
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011850327253341675,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08598188310861588,
|
||
|
"m": 0.9967546463012695
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10320956259965897,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0741739496588707,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.026078302413225174,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 121,
|
||
|
"train_loss": 0.8078086376190186,
|
||
|
"val_loss": 0.9687225222587585,
|
||
|
"acc": 70.51,
|
||
|
"time": 287.04685329100175,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.13590103387832642,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007971110753715038,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06761299818754196,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10648103058338165,
|
||
|
"m": 0.6618276834487915
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09036879986524582,
|
||
|
"m": 0.18991076946258545
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052711375057697296,
|
||
|
"m": 0.17395225167274475
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11449021846055984,
|
||
|
"m": 0.7539510130882263
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016101760789752007,
|
||
|
"m": 0.8404649496078491
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09213129431009293,
|
||
|
"m": 0.9203207492828369
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01389741525053978,
|
||
|
"m": 0.9496108293533325
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07564279437065125,
|
||
|
"m": 0.9401268362998962
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12060896307229996,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08024916052818298,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.025832010433077812,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 122,
|
||
|
"train_loss": 0.7319636940956116,
|
||
|
"val_loss": 0.823530375957489,
|
||
|
"acc": 70.43,
|
||
|
"time": 291.2704879869998,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12502433359622955,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010741169564425945,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06821025907993317,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10269676893949509,
|
||
|
"m": 0.7554042935371399
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08314719796180725,
|
||
|
"m": 0.1283956915140152
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05980846285820007,
|
||
|
"m": 0.24662154912948608
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11261802911758423,
|
||
|
"m": 0.719224750995636
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01709328219294548,
|
||
|
"m": 0.8832576870918274
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09657967835664749,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014453638345003128,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08869625627994537,
|
||
|
"m": 0.8528263568878174
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11786790192127228,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08240850269794464,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02065441943705082,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 123,
|
||
|
"train_loss": 0.7014738321304321,
|
||
|
"val_loss": 1.1208453178405762,
|
||
|
"acc": 70.3,
|
||
|
"time": 287.0842052280059,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12187779694795609,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010434696450829506,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07182776927947998,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0938684344291687,
|
||
|
"m": 0.6748125553131104
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07946738600730896,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06710498034954071,
|
||
|
"m": 0.2032492309808731
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11974387615919113,
|
||
|
"m": 0.8106740117073059
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013755534775555134,
|
||
|
"m": 0.8527014255523682
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09595078974962234,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010695078410208225,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1042431890964508,
|
||
|
"m": 0.8486890196800232
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1189844012260437,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06987672299146652,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022169379517436028,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 124,
|
||
|
"train_loss": 1.2669788599014282,
|
||
|
"val_loss": 0.8808887004852295,
|
||
|
"acc": 69.94,
|
||
|
"time": 282.728446344001,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09717479348182678,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012297509238123894,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0719151496887207,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11844206601381302,
|
||
|
"m": 0.7304705381393433
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0792902484536171,
|
||
|
"m": 0.12546727061271667
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06572037190198898,
|
||
|
"m": 0.24492597579956055
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12738235294818878,
|
||
|
"m": 0.9941791296005249
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01696031540632248,
|
||
|
"m": 0.8581811785697937
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09631068259477615,
|
||
|
"m": 0.87492835521698
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014927145093679428,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07317418605089188,
|
||
|
"m": 0.8308833241462708
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11217200011014938,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08582177758216858,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02841142751276493,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 125,
|
||
|
"train_loss": 0.8885630965232849,
|
||
|
"val_loss": 0.9070752859115601,
|
||
|
"acc": 70.24,
|
||
|
"time": 284.5497987349954,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10582125186920166,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03353196382522583,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04894738644361496,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10735569894313812,
|
||
|
"m": 0.7658735513687134
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0809139758348465,
|
||
|
"m": 0.2083897888660431
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054571401327848434,
|
||
|
"m": 0.23895038664340973
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12702637910842896,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06971114128828049,
|
||
|
"m": 0.9080712199211121
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08270592987537384,
|
||
|
"m": 0.9568503499031067
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009651572443544865,
|
||
|
"m": 0.9976358413696289
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09307608753442764,
|
||
|
"m": 0.9598314166069031
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09665274620056152,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06581966578960419,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02421482279896736,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 126,
|
||
|
"train_loss": 0.9932656288146973,
|
||
|
"val_loss": 0.9064176082611084,
|
||
|
"acc": 70.35,
|
||
|
"time": 288.17844727099873,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12872622907161713,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011843632906675339,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07418625801801682,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11971195787191391,
|
||
|
"m": 0.8727593421936035
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07255967706441879,
|
||
|
"m": 0.12495875358581543
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06276734173297882,
|
||
|
"m": 0.1669449657201767
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11562591791152954,
|
||
|
"m": 0.9953680634498596
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0132015785202384,
|
||
|
"m": 0.8909429311752319
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08552863448858261,
|
||
|
"m": 0.9725272059440613
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012221789918839931,
|
||
|
"m": 0.954978883266449
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10156500339508057,
|
||
|
"m": 0.9648237228393555
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1079411432147026,
|
||
|
"m": 0.969980001449585
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07063502073287964,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023485764861106873,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 127,
|
||
|
"train_loss": 0.8411998152732849,
|
||
|
"val_loss": 1.064624309539795,
|
||
|
"acc": 70.24,
|
||
|
"time": 286.59696636100125,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12186363339424133,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01348015759140253,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07642966508865356,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11125684529542923,
|
||
|
"m": 0.706932783126831
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0770815834403038,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06370572000741959,
|
||
|
"m": 0.16965532302856445
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10725069791078568,
|
||
|
"m": 0.9524421095848083
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01495329849421978,
|
||
|
"m": 0.9340479373931885
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09893842786550522,
|
||
|
"m": 0.9463568329811096
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019591199234128,
|
||
|
"m": 0.9562235474586487
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09812937676906586,
|
||
|
"m": 0.985590398311615
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09778501093387604,
|
||
|
"m": 0.9984631538391113
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07178808003664017,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027746234089136124,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 128,
|
||
|
"train_loss": 1.1139576435089111,
|
||
|
"val_loss": 0.9264211654663086,
|
||
|
"acc": 70.0,
|
||
|
"time": 284.29308949901315,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11499354988336563,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011552637442946434,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07846077531576157,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10600689053535461,
|
||
|
"m": 0.6200119256973267
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08046989887952805,
|
||
|
"m": 0.28656625747680664
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05756351351737976,
|
||
|
"m": 0.11148206144571304
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11290522664785385,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015094786882400513,
|
||
|
"m": 0.9991941452026367
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08631148934364319,
|
||
|
"m": 0.8731909990310669
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015117920003831387,
|
||
|
"m": 0.9488011598587036
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09055104851722717,
|
||
|
"m": 0.9149851202964783
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10251609981060028,
|
||
|
"m": 0.9945700764656067
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09582280367612839,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.032633308321237564,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 129,
|
||
|
"train_loss": 0.7220687866210938,
|
||
|
"val_loss": 0.881568968296051,
|
||
|
"acc": 69.39,
|
||
|
"time": 281.56243063100555,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1219327375292778,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010959465056657791,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08072899281978607,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10717318952083588,
|
||
|
"m": 0.6037932634353638
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07414396107196808,
|
||
|
"m": 0.1782250553369522
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04743056371808052,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11926013976335526,
|
||
|
"m": 0.9760515689849854
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014980657957494259,
|
||
|
"m": 0.954552173614502
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08973226696252823,
|
||
|
"m": 0.86003178358078
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02304072491824627,
|
||
|
"m": 0.9351376295089722
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10661838948726654,
|
||
|
"m": 0.8848282694816589
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09080047905445099,
|
||
|
"m": 0.9988828301429749
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08528701961040497,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027911445125937462,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 130,
|
||
|
"train_loss": 0.8977267742156982,
|
||
|
"val_loss": 0.7756521105766296,
|
||
|
"acc": 71.22,
|
||
|
"time": 287.160068985002,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11576889455318451,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015169670805335045,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08236115425825119,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10905739665031433,
|
||
|
"m": 0.650161623954773
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10191560536623001,
|
||
|
"m": 0.10993415117263794
|
||
|
},
|
||
|
{
|
||
|
"p": 0.051030613481998444,
|
||
|
"m": 0.19022321701049805
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12143602222204208,
|
||
|
"m": 0.9490874409675598
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01971316896378994,
|
||
|
"m": 0.9221372604370117
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08056198060512543,
|
||
|
"m": 0.845815122127533
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02102191559970379,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06358939409255981,
|
||
|
"m": 0.7863861918449402
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11247625201940536,
|
||
|
"m": 0.993127167224884
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07376466691493988,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03213327005505562,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 131,
|
||
|
"train_loss": 0.9269064664840698,
|
||
|
"val_loss": 0.8998425006866455,
|
||
|
"acc": 69.73,
|
||
|
"time": 285.85200748698844,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11712943762540817,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029519738629460335,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06267987191677094,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11220064014196396,
|
||
|
"m": 0.5722852945327759
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08057575672864914,
|
||
|
"m": 0.17647182941436768
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06955673545598984,
|
||
|
"m": 0.2366325706243515
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12090667337179184,
|
||
|
"m": 0.8633993268013
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02682589180767536,
|
||
|
"m": 0.9111747741699219
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09220919013023376,
|
||
|
"m": 0.9328328371047974
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0009781623957678676,
|
||
|
"m": 0.9688811302185059
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09234827756881714,
|
||
|
"m": 0.7276747226715088
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09514425694942474,
|
||
|
"m": 0.9768297076225281
|
||
|
},
|
||
|
{
|
||
|
"p": 0.067434161901474,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03249117359519005,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 132,
|
||
|
"train_loss": 0.8002879619598389,
|
||
|
"val_loss": 0.8837323188781738,
|
||
|
"acc": 69.82,
|
||
|
"time": 285.4395111890044,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0963813066482544,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009925675578415394,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0812685489654541,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09255079925060272,
|
||
|
"m": 0.5743591785430908
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08726321160793304,
|
||
|
"m": 0.17587433755397797
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06478618830442429,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10446183383464813,
|
||
|
"m": 0.9063733816146851
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035427939146757126,
|
||
|
"m": 0.8170199990272522
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09333740174770355,
|
||
|
"m": 0.9636161923408508
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01256504561752081,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10525453090667725,
|
||
|
"m": 0.8652275204658508
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09396882355213165,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10126833617687225,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021540341898798943,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 133,
|
||
|
"train_loss": 0.9317020773887634,
|
||
|
"val_loss": 0.9015240669250488,
|
||
|
"acc": 70.24,
|
||
|
"time": 288.3592088019941,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10731207579374313,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012111512944102287,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07743749767541885,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11433145403862,
|
||
|
"m": 0.66792893409729
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08132222294807434,
|
||
|
"m": 0.12634918093681335
|
||
|
},
|
||
|
{
|
||
|
"p": 0.059306226670742035,
|
||
|
"m": 0.17029446363449097
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11357668787240982,
|
||
|
"m": 0.8127780556678772
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005408228375017643,
|
||
|
"m": 0.7645368576049805
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09114775061607361,
|
||
|
"m": 0.9772105813026428
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008030244149267673,
|
||
|
"m": 0.9613757133483887
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10050120949745178,
|
||
|
"m": 0.8829648494720459
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11173782497644424,
|
||
|
"m": 0.9929813146591187
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08900868892669678,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028768334537744522,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 134,
|
||
|
"train_loss": 1.1967475414276123,
|
||
|
"val_loss": 0.9191150069236755,
|
||
|
"acc": 69.78,
|
||
|
"time": 287.1421660699998,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09517357498407364,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02404940500855446,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07861635088920593,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11899534612894058,
|
||
|
"m": 0.645443320274353
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08878875523805618,
|
||
|
"m": 0.17697621881961823
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07441427558660507,
|
||
|
"m": 0.2408469021320343
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09179320931434631,
|
||
|
"m": 0.8883689641952515
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017807284370064735,
|
||
|
"m": 0.9140328168869019
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09062132239341736,
|
||
|
"m": 0.9138200879096985
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01115805096924305,
|
||
|
"m": 0.9740574955940247
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09824487566947937,
|
||
|
"m": 0.8249048590660095
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10321857780218124,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07843945175409317,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02867954596877098,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 135,
|
||
|
"train_loss": 0.9978006482124329,
|
||
|
"val_loss": 0.933475136756897,
|
||
|
"acc": 70.29,
|
||
|
"time": 288.37029167199216,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10127723962068558,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011477232910692692,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07580647617578506,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11217011511325836,
|
||
|
"m": 0.67538982629776
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09434990584850311,
|
||
|
"m": 0.26061224937438965
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06323740631341934,
|
||
|
"m": 0.2075825184583664
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10639229416847229,
|
||
|
"m": 0.8272333145141602
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016430899500846863,
|
||
|
"m": 0.9830208420753479
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10111181437969208,
|
||
|
"m": 0.9883462190628052
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010684815235435963,
|
||
|
"m": 0.9984483122825623
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09051387012004852,
|
||
|
"m": 0.9993295669555664
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11795687675476074,
|
||
|
"m": 0.8974727392196655
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07804899662733078,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.020541971549391747,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 136,
|
||
|
"train_loss": 0.951125979423523,
|
||
|
"val_loss": 0.7436544299125671,
|
||
|
"acc": 70.92,
|
||
|
"time": 290.43981089099543,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1224883571267128,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006976740900427103,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0844029113650322,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10303755104541779,
|
||
|
"m": 0.7331913709640503
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09883278608322144,
|
||
|
"m": 0.2787015736103058
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07295867055654526,
|
||
|
"m": 0.22782938182353973
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10582560300827026,
|
||
|
"m": 0.8042484521865845
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011745736002922058,
|
||
|
"m": 0.8457736968994141
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09930693358182907,
|
||
|
"m": 0.9685800075531006
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010870625264942646,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09727813303470612,
|
||
|
"m": 0.9981313943862915
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07684023678302765,
|
||
|
"m": 0.9908902645111084
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0809675008058548,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.028468146920204163,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 137,
|
||
|
"train_loss": 1.055640697479248,
|
||
|
"val_loss": 0.9551055431365967,
|
||
|
"acc": 69.8,
|
||
|
"time": 286.69840401299007,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11203495413064957,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011723467148840427,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0732315182685852,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10194655507802963,
|
||
|
"m": 0.7963670492172241
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09257633984088898,
|
||
|
"m": 0.24552467465400696
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054976288229227066,
|
||
|
"m": 0.22147643566131592
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12897220253944397,
|
||
|
"m": 0.9280468225479126
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018796199932694435,
|
||
|
"m": 0.8361805081367493
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0748317688703537,
|
||
|
"m": 0.8803331851959229
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017145022749900818,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09502540528774261,
|
||
|
"m": 0.9772880673408508
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10388375073671341,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0840199738740921,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030836455523967743,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 138,
|
||
|
"train_loss": 0.8305090665817261,
|
||
|
"val_loss": 0.9360212087631226,
|
||
|
"acc": 70.46,
|
||
|
"time": 289.65856132199406,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11855001747608185,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010492986999452114,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07718848437070847,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09904302656650543,
|
||
|
"m": 0.7332645654678345
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09923577308654785,
|
||
|
"m": 0.2698536813259125
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0605839304625988,
|
||
|
"m": 0.22814780473709106
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09924384951591492,
|
||
|
"m": 0.9987732172012329
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019128944724798203,
|
||
|
"m": 0.7369552850723267
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09949951618909836,
|
||
|
"m": 0.95423823595047
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01161827053874731,
|
||
|
"m": 0.9661504030227661
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08006538450717926,
|
||
|
"m": 0.9770506620407104
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12172533571720123,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08057737350463867,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.023047149181365967,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 139,
|
||
|
"train_loss": 1.06348717212677,
|
||
|
"val_loss": 0.8314125537872314,
|
||
|
"acc": 70.71,
|
||
|
"time": 282.9953200210002,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1065821498632431,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007553329691290855,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06852977722883224,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12501008808612823,
|
||
|
"m": 0.6565142869949341
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08319322019815445,
|
||
|
"m": 0.3128732144832611
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08427577465772629,
|
||
|
"m": 0.18086093664169312
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08276987820863724,
|
||
|
"m": 0.8659561276435852
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009351380169391632,
|
||
|
"m": 0.8332250714302063
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08338920772075653,
|
||
|
"m": 0.9388764500617981
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015024722553789616,
|
||
|
"m": 0.9341529011726379
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10580354928970337,
|
||
|
"m": 0.8939339518547058
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1135125383734703,
|
||
|
"m": 0.9996368288993835
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09344147890806198,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02156290039420128,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 140,
|
||
|
"train_loss": 0.9489008188247681,
|
||
|
"val_loss": 0.9091963768005371,
|
||
|
"acc": 70.95,
|
||
|
"time": 289.16048751400376,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.12080118805170059,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01213828194886446,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09139108657836914,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09771064668893814,
|
||
|
"m": 0.585942268371582
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08255887031555176,
|
||
|
"m": 0.28992944955825806
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06858108192682266,
|
||
|
"m": 0.16028061509132385
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09210493415594101,
|
||
|
"m": 0.8151671886444092
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00780160678550601,
|
||
|
"m": 0.9354023337364197
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0957079604268074,
|
||
|
"m": 0.9346343278884888
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016474008560180664,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1042107567191124,
|
||
|
"m": 0.9067552089691162
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10055309534072876,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07865965366363525,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.031306929886341095,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 141,
|
||
|
"train_loss": 1.1528151035308838,
|
||
|
"val_loss": 1.0251966714859009,
|
||
|
"acc": 71.3,
|
||
|
"time": 283.88636979999137,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10569410771131516,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01547977700829506,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07037381827831268,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0973474457859993,
|
||
|
"m": 0.5401086807250977
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10018818080425262,
|
||
|
"m": 0.22697843611240387
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07342866063117981,
|
||
|
"m": 0.11502604186534882
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11766496300697327,
|
||
|
"m": 0.7912983298301697
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006916981656104326,
|
||
|
"m": 0.9052020907402039
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10027343779802322,
|
||
|
"m": 0.8586855530738831
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017907362431287766,
|
||
|
"m": 0.978209376335144
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10590404272079468,
|
||
|
"m": 0.7988370060920715
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07394096255302429,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08137813955545425,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03972739726305008,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 142,
|
||
|
"train_loss": 0.9111244678497314,
|
||
|
"val_loss": 0.7937020659446716,
|
||
|
"acc": 71.07,
|
||
|
"time": 281.27621167000325,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09773479402065277,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014015335589647293,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09307670593261719,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10264068096876144,
|
||
|
"m": 0.5688369870185852
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09053108841180801,
|
||
|
"m": 0.286152184009552
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06767767667770386,
|
||
|
"m": 0.22140489518642426
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09805095940828323,
|
||
|
"m": 0.8428271412849426
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012711706571280956,
|
||
|
"m": 0.8975996375083923
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10175562649965286,
|
||
|
"m": 0.8359603881835938
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013022631406784058,
|
||
|
"m": 0.9580463767051697
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09336980432271957,
|
||
|
"m": 0.7954784631729126
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10803157091140747,
|
||
|
"m": 0.9960630536079407
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07922732830047607,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02815409190952778,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 143,
|
||
|
"train_loss": 1.1061997413635254,
|
||
|
"val_loss": 1.0244903564453125,
|
||
|
"acc": 70.94,
|
||
|
"time": 290.2741655459977,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11025752127170563,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013109860010445118,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07683587074279785,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10858362168073654,
|
||
|
"m": 0.5725700855255127
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09167992323637009,
|
||
|
"m": 0.22110866010189056
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08962616324424744,
|
||
|
"m": 0.2280743420124054
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08824902772903442,
|
||
|
"m": 0.8054899573326111
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019580530002713203,
|
||
|
"m": 0.92805016040802
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08332306891679764,
|
||
|
"m": 0.9115380644798279
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021886266767978668,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05922416225075722,
|
||
|
"m": 0.7216290235519409
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11931511014699936,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0792289450764656,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03910005837678909,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 144,
|
||
|
"train_loss": 0.7841588258743286,
|
||
|
"val_loss": 1.058420181274414,
|
||
|
"acc": 69.86,
|
||
|
"time": 280.76783359500405,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09647747129201889,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012408565729856491,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08813474327325821,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11336921900510788,
|
||
|
"m": 0.4709167778491974
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08635852485895157,
|
||
|
"m": 0.2041834443807602
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08232911676168442,
|
||
|
"m": 0.22282826900482178
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1165943518280983,
|
||
|
"m": 0.7499066591262817
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0072962697595357895,
|
||
|
"m": 0.7835655212402344
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08999364078044891,
|
||
|
"m": 0.8992084264755249
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01334950141608715,
|
||
|
"m": 0.9553537964820862
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07543571293354034,
|
||
|
"m": 0.748299777507782
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10660719871520996,
|
||
|
"m": 0.9631624221801758
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08171629905700684,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029929371550679207,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 145,
|
||
|
"train_loss": 1.0603861808776855,
|
||
|
"val_loss": 0.7848697900772095,
|
||
|
"acc": 71.24,
|
||
|
"time": 297.2001614479959,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10260035842657089,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011241031810641289,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09083306044340134,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09109406173229218,
|
||
|
"m": 0.5080137848854065
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08031392097473145,
|
||
|
"m": 0.15813882648944855
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08120740205049515,
|
||
|
"m": 0.22734516859054565
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09297345578670502,
|
||
|
"m": 0.8686434030532837
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01535314042121172,
|
||
|
"m": 0.744908332824707
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09010636061429977,
|
||
|
"m": 0.9734472036361694
|
||
|
},
|
||
|
{
|
||
|
"p": 0.021281447261571884,
|
||
|
"m": 0.8734843134880066
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08500814437866211,
|
||
|
"m": 0.8668833374977112
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11251676827669144,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08400597423315048,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04146488010883331,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 146,
|
||
|
"train_loss": 1.2012256383895874,
|
||
|
"val_loss": 0.940105140209198,
|
||
|
"acc": 70.33,
|
||
|
"time": 291.45087071700254,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.1009642481803894,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008439920842647552,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09524097293615341,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11127907782793045,
|
||
|
"m": 0.43248817324638367
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10084543377161026,
|
||
|
"m": 0.22218869626522064
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0844329297542572,
|
||
|
"m": 0.16819067299365997
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13256964087486267,
|
||
|
"m": 0.9892106652259827
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015307036228477955,
|
||
|
"m": 0.6506606936454773
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08630697429180145,
|
||
|
"m": 0.9666797518730164
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014222955331206322,
|
||
|
"m": 0.9509245157241821
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08355610817670822,
|
||
|
"m": 0.7782442569732666
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0749993771314621,
|
||
|
"m": 0.959870457649231
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056524232029914856,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03531104698777199,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 147,
|
||
|
"train_loss": 0.7099613547325134,
|
||
|
"val_loss": 0.8249849081039429,
|
||
|
"acc": 71.02,
|
||
|
"time": 284.4075860180019,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11036806553602219,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007935433648526669,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09015263617038727,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11202499270439148,
|
||
|
"m": 0.502733588218689
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09335842728614807,
|
||
|
"m": 0.1617906540632248
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06916750222444534,
|
||
|
"m": 0.23404952883720398
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0959368422627449,
|
||
|
"m": 0.9412276744842529
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017343411222100258,
|
||
|
"m": 0.757548451423645
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0984111800789833,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006910199299454689,
|
||
|
"m": 0.8963674306869507
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11083059757947922,
|
||
|
"m": 0.7685959935188293
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06832358241081238,
|
||
|
"m": 0.9987707734107971
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08719852566719055,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.038257721811532974,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 148,
|
||
|
"train_loss": 0.986987292766571,
|
||
|
"val_loss": 0.8329720497131348,
|
||
|
"acc": 70.28,
|
||
|
"time": 282.27145087200915,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10921305418014526,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014509795233607292,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06355874985456467,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11910438537597656,
|
||
|
"m": 0.5553012490272522
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09180966019630432,
|
||
|
"m": 0.13685113191604614
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08372548967599869,
|
||
|
"m": 0.149531289935112
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11787160485982895,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014495322480797768,
|
||
|
"m": 0.8220425844192505
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0824185386300087,
|
||
|
"m": 0.70449298620224
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01473924145102501,
|
||
|
"m": 0.9998939633369446
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08551435172557831,
|
||
|
"m": 0.8601199984550476
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08604136854410172,
|
||
|
"m": 0.9719889163970947
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07609826326370239,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040900297462940216,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 149,
|
||
|
"train_loss": 0.8889387249946594,
|
||
|
"val_loss": 0.8666301369667053,
|
||
|
"acc": 70.66,
|
||
|
"time": 291.62763567100046,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10913482308387756,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015501285903155804,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08682459592819214,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0933627113699913,
|
||
|
"m": 0.6544802188873291
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10056106001138687,
|
||
|
"m": 0.18624185025691986
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0774201974272728,
|
||
|
"m": 0.13741523027420044
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09912672638893127,
|
||
|
"m": 0.9417633414268494
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011558371596038342,
|
||
|
"m": 0.7960676550865173
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09053099155426025,
|
||
|
"m": 0.7600874900817871
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011712822131812572,
|
||
|
"m": 0.9742973446846008
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0840042382478714,
|
||
|
"m": 0.8876678347587585
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08388708531856537,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09933502972126007,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0370401069521904,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 150,
|
||
|
"train_loss": 0.9158505201339722,
|
||
|
"val_loss": 0.8285319209098816,
|
||
|
"acc": 70.95,
|
||
|
"time": 296.2037216109893,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10469262301921844,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01221851259469986,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09972020983695984,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12110379338264465,
|
||
|
"m": 0.5895458459854126
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08087066560983658,
|
||
|
"m": 0.22602535784244537
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06895557045936584,
|
||
|
"m": 0.13874632120132446
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07016941159963608,
|
||
|
"m": 0.9233455061912537
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02908424288034439,
|
||
|
"m": 0.7604824900627136
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07094906270503998,
|
||
|
"m": 0.7616413831710815
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030280103906989098,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1048753410577774,
|
||
|
"m": 0.9320698380470276
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08266960829496384,
|
||
|
"m": 0.9978508353233337
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0878000259399414,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03661087155342102,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 151,
|
||
|
"train_loss": 0.7826722860336304,
|
||
|
"val_loss": 0.9927197694778442,
|
||
|
"acc": 70.32,
|
||
|
"time": 283.82549882199964,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10001413524150848,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015605621039867401,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0849388837814331,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0891205370426178,
|
||
|
"m": 0.6844255924224854
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08820639550685883,
|
||
|
"m": 0.297263503074646
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07497574388980865,
|
||
|
"m": 0.27674877643585205
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10445050150156021,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01378183625638485,
|
||
|
"m": 0.7275676131248474
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09910222142934799,
|
||
|
"m": 0.852545976638794
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0138563746586442,
|
||
|
"m": 0.9902225732803345
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09510830789804459,
|
||
|
"m": 0.997882068157196
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11135372519493103,
|
||
|
"m": 0.9990814924240112
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07630408555269241,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03318163380026817,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 152,
|
||
|
"train_loss": 1.4642702341079712,
|
||
|
"val_loss": 1.086839199066162,
|
||
|
"acc": 70.94,
|
||
|
"time": 282.72537303999707,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11448195576667786,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014259672723710537,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0963340625166893,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09589588642120361,
|
||
|
"m": 0.7076007723808289
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09688760340213776,
|
||
|
"m": 0.24103885889053345
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07060713320970535,
|
||
|
"m": 0.21430198848247528
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10215412080287933,
|
||
|
"m": 0.9835755228996277
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011990419588983059,
|
||
|
"m": 0.7918123006820679
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09603607654571533,
|
||
|
"m": 0.9716715216636658
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00880080834031105,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08803179860115051,
|
||
|
"m": 0.9279060363769531
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08496679365634918,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08101551979780197,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03853809833526611,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 153,
|
||
|
"train_loss": 0.8139346837997437,
|
||
|
"val_loss": 0.8858240842819214,
|
||
|
"acc": 70.06,
|
||
|
"time": 283.1281029230013,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10180430859327316,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014691315591335297,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08225066214799881,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09261766076087952,
|
||
|
"m": 0.6684836745262146
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0850815623998642,
|
||
|
"m": 0.2054418921470642
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0747859850525856,
|
||
|
"m": 0.16999396681785583
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1130484789609909,
|
||
|
"m": 0.9215734601020813
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05758440122008324,
|
||
|
"m": 0.7808237075805664
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0594634972512722,
|
||
|
"m": 0.9493103623390198
|
||
|
},
|
||
|
{
|
||
|
"p": 0.001634772983379662,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1013517677783966,
|
||
|
"m": 0.9869576096534729
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0934653952717781,
|
||
|
"m": 0.9905059933662415
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07832564413547516,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04389457404613495,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 154,
|
||
|
"train_loss": 0.9834902882575989,
|
||
|
"val_loss": 0.7742663621902466,
|
||
|
"acc": 72.0,
|
||
|
"time": 291.5821639950009,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10691634565591812,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014406923204660416,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08999091386795044,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0909438282251358,
|
||
|
"m": 0.7785496115684509
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08902332931756973,
|
||
|
"m": 0.21232469379901886
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07108607143163681,
|
||
|
"m": 0.24689838290214539
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08504338562488556,
|
||
|
"m": 0.9610626697540283
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01041419431567192,
|
||
|
"m": 0.8025453090667725
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08957797288894653,
|
||
|
"m": 0.8927756547927856
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00833464041352272,
|
||
|
"m": 0.9656793475151062
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10870552062988281,
|
||
|
"m": 0.9940059781074524
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10216785222291946,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09802785515785217,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.035361070185899734,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 155,
|
||
|
"train_loss": 1.3098167181015015,
|
||
|
"val_loss": 0.9264771938323975,
|
||
|
"acc": 70.97,
|
||
|
"time": 278.0296010579914,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09160615503787994,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008708211593329906,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08156803250312805,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10039078444242477,
|
||
|
"m": 0.8400692343711853
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10479457676410675,
|
||
|
"m": 0.2903464436531067
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07780060917139053,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10285960882902145,
|
||
|
"m": 0.856730580329895
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013809800148010254,
|
||
|
"m": 0.7748079895973206
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09439105540513992,
|
||
|
"m": 0.9384279847145081
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0074775037355721,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10596871376037598,
|
||
|
"m": 0.9684052467346191
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08902914077043533,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08532354235649109,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036272238940000534,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 156,
|
||
|
"train_loss": 1.1712300777435303,
|
||
|
"val_loss": 0.9630595445632935,
|
||
|
"acc": 71.57,
|
||
|
"time": 277.7054558939999,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09278193861246109,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012667539529502392,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08479951322078705,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12340500950813293,
|
||
|
"m": 0.8854501843452454
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09000863879919052,
|
||
|
"m": 0.23163677752017975
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07348001003265381,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12327267229557037,
|
||
|
"m": 0.7858951687812805
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009846824221313,
|
||
|
"m": 0.9312384128570557
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07978465408086777,
|
||
|
"m": 0.8908488154411316
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010487464256584644,
|
||
|
"m": 0.9491326212882996
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08882901072502136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09054529666900635,
|
||
|
"m": 0.995576024055481
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09068957716226578,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02940181829035282,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 157,
|
||
|
"train_loss": 0.8361244797706604,
|
||
|
"val_loss": 1.0892724990844727,
|
||
|
"acc": 70.38,
|
||
|
"time": 284.30890556900704,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11257261037826538,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019967831671237946,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08493160456418991,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10907537490129471,
|
||
|
"m": 0.9690049886703491
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0934523418545723,
|
||
|
"m": 0.26002225279808044
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07372770458459854,
|
||
|
"m": 0.11754529178142548
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1001255214214325,
|
||
|
"m": 0.9310683608055115
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013939074240624905,
|
||
|
"m": 0.9638949632644653
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06556050479412079,
|
||
|
"m": 0.872534990310669
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01386182103306055,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07908878475427628,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08589055389165878,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10467829555273056,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04312803968787193,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 158,
|
||
|
"train_loss": 1.1782935857772827,
|
||
|
"val_loss": 0.8947538137435913,
|
||
|
"acc": 71.49,
|
||
|
"time": 288.1537003819976,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10437335073947906,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012397227808833122,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0870586708188057,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12165674567222595,
|
||
|
"m": 0.9969600439071655
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09165582060813904,
|
||
|
"m": 0.2069820910692215
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06368564814329147,
|
||
|
"m": 0.10417243838310242
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09793297201395035,
|
||
|
"m": 0.923828125
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011082399636507034,
|
||
|
"m": 0.9644548892974854
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07918871939182281,
|
||
|
"m": 0.8966411352157593
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008808979764580727,
|
||
|
"m": 0.9697768092155457
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09331989288330078,
|
||
|
"m": 0.9700547456741333
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08244771510362625,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1043369248509407,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04205496981739998,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 159,
|
||
|
"train_loss": 0.8085528016090393,
|
||
|
"val_loss": 0.9479951858520508,
|
||
|
"acc": 69.59,
|
||
|
"time": 286.4345991649898,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11481775343418121,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012575298547744751,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08699638396501541,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09760688990354538,
|
||
|
"m": 0.834289014339447
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09145030379295349,
|
||
|
"m": 0.27301231026649475
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06497573107481003,
|
||
|
"m": 0.1257772296667099
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10605866461992264,
|
||
|
"m": 0.9167882800102234
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013065804727375507,
|
||
|
"m": 0.9808230996131897
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09311617910861969,
|
||
|
"m": 0.8425670266151428
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008502309210598469,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09119541943073273,
|
||
|
"m": 0.9965036511421204
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09359399974346161,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08548932522535324,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04055599868297577,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 160,
|
||
|
"train_loss": 0.9785618782043457,
|
||
|
"val_loss": 0.8391984701156616,
|
||
|
"acc": 70.66,
|
||
|
"time": 289.3776124379947,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10776101797819138,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01412069983780384,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08191712945699692,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09545279294252396,
|
||
|
"m": 0.7083454132080078
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06178366392850876,
|
||
|
"m": 0.264462947845459
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09529425948858261,
|
||
|
"m": 0.19091051816940308
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10069529712200165,
|
||
|
"m": 0.9835166335105896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013969208113849163,
|
||
|
"m": 0.979066789150238
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07308381050825119,
|
||
|
"m": 0.7689417004585266
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011662608943879604,
|
||
|
"m": 0.8477274179458618
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10795760154724121,
|
||
|
"m": 0.9833183288574219
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10097703337669373,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08194710314273834,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053377799689769745,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 161,
|
||
|
"train_loss": 0.8607568144798279,
|
||
|
"val_loss": 0.8506901860237122,
|
||
|
"acc": 70.9,
|
||
|
"time": 295.63553218200104,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09070257842540741,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010738398879766464,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.081391841173172,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10385195165872574,
|
||
|
"m": 0.5561482906341553
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0903424620628357,
|
||
|
"m": 0.22469760477542877
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07853048294782639,
|
||
|
"m": 0.31478673219680786
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10858012735843658,
|
||
|
"m": 0.9709656834602356
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013261772692203522,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09368197619915009,
|
||
|
"m": 0.8343815803527832
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011862140148878098,
|
||
|
"m": 0.9467379450798035
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09407594799995422,
|
||
|
"m": 0.9291258454322815
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0905950590968132,
|
||
|
"m": 0.9861970543861389
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0854104608297348,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04697474092245102,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 162,
|
||
|
"train_loss": 0.9331547617912292,
|
||
|
"val_loss": 0.9220504760742188,
|
||
|
"acc": 71.44,
|
||
|
"time": 280.9251169600029,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.07827698439359665,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014918023720383644,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08172210305929184,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09756795316934586,
|
||
|
"m": 0.6489957571029663
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10334978252649307,
|
||
|
"m": 0.3223237097263336
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07572586834430695,
|
||
|
"m": 0.14656834304332733
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09913023561239243,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011510089039802551,
|
||
|
"m": 0.91106778383255
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09609367698431015,
|
||
|
"m": 0.7801967859268188
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01303497888147831,
|
||
|
"m": 0.8977038264274597
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10560935735702515,
|
||
|
"m": 0.9152519106864929
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10233309119939804,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08267874270677567,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03804897889494896,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 163,
|
||
|
"train_loss": 1.275060772895813,
|
||
|
"val_loss": 1.0401053428649902,
|
||
|
"acc": 70.45,
|
||
|
"time": 290.2162979900022,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10834632068872452,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019241774454712868,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08902313560247421,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09679248183965683,
|
||
|
"m": 0.6848968267440796
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10025620460510254,
|
||
|
"m": 0.36518579721450806
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08577920496463776,
|
||
|
"m": 0.1410883367061615
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09852313250303268,
|
||
|
"m": 0.8853987455368042
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01574883423745632,
|
||
|
"m": 0.9745326042175293
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07759108394384384,
|
||
|
"m": 0.937498152256012
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007462670560926199,
|
||
|
"m": 0.9537940621376038
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07336805015802383,
|
||
|
"m": 0.9393174052238464
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09468552470207214,
|
||
|
"m": 0.9934599995613098
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08689913898706436,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04628244787454605,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 164,
|
||
|
"train_loss": 1.1115707159042358,
|
||
|
"val_loss": 0.9110614061355591,
|
||
|
"acc": 71.12,
|
||
|
"time": 281.44368924100127,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09143620729446411,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01385024655610323,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08316302299499512,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11175104230642319,
|
||
|
"m": 0.7340487837791443
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09817903488874435,
|
||
|
"m": 0.28319019079208374
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06900648772716522,
|
||
|
"m": 0.1068418025970459
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1007569208741188,
|
||
|
"m": 0.8630491495132446
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014414524659514427,
|
||
|
"m": 0.9685158729553223
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08672458678483963,
|
||
|
"m": 0.9513561129570007
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004123308230191469,
|
||
|
"m": 0.9981393814086914
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09078629314899445,
|
||
|
"m": 0.9893139004707336
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08915472030639648,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10014995187520981,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04650360345840454,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 165,
|
||
|
"train_loss": 1.084028720855713,
|
||
|
"val_loss": 1.1305299997329712,
|
||
|
"acc": 71.26,
|
||
|
"time": 284.5270504520013,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10554101318120956,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016807276755571365,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09403631836175919,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10781168937683105,
|
||
|
"m": 0.7080726623535156
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10574272274971008,
|
||
|
"m": 0.25777488946914673
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07075245678424835,
|
||
|
"m": 0.10018734633922577
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10043901950120926,
|
||
|
"m": 0.8760240077972412
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009324943646788597,
|
||
|
"m": 0.8892493844032288
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08297106623649597,
|
||
|
"m": 0.9599403142929077
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018373262137174606,
|
||
|
"m": 0.9966640472412109
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06897208839654922,
|
||
|
"m": 0.976982593536377
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09199745208024979,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07505188882350922,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05217881500720978,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 166,
|
||
|
"train_loss": 0.8499983549118042,
|
||
|
"val_loss": 0.8955129384994507,
|
||
|
"acc": 71.57,
|
||
|
"time": 287.1452571710106,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09159423410892487,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01557446550577879,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08253846317529678,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08874433487653732,
|
||
|
"m": 0.8587766289710999
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10620180517435074,
|
||
|
"m": 0.24244633316993713
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08546771109104156,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10460729151964188,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004357203841209412,
|
||
|
"m": 0.8327625393867493
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09545630216598511,
|
||
|
"m": 0.9677091240882874
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0027706436812877655,
|
||
|
"m": 0.8817319273948669
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0882367491722107,
|
||
|
"m": 0.9405868053436279
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10349332541227341,
|
||
|
"m": 0.9789286851882935
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07613441348075867,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05482305958867073,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 167,
|
||
|
"train_loss": 0.9629359841346741,
|
||
|
"val_loss": 0.8429017066955566,
|
||
|
"acc": 70.74,
|
||
|
"time": 286.2873408710002,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0819673240184784,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0012270332081243396,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09009279310703278,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09534616768360138,
|
||
|
"m": 0.8792210221290588
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08641764521598816,
|
||
|
"m": 0.2922869622707367
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08149315416812897,
|
||
|
"m": 0.17180609703063965
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10141593962907791,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017508842051029205,
|
||
|
"m": 0.8274904489517212
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0876217782497406,
|
||
|
"m": 0.9938462972640991
|
||
|
},
|
||
|
{
|
||
|
"p": 0.027976755052804947,
|
||
|
"m": 0.9512458443641663
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08975338935852051,
|
||
|
"m": 0.9966853260993958
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10379574447870255,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09219560027122498,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04318784177303314,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 168,
|
||
|
"train_loss": 1.5817716121673584,
|
||
|
"val_loss": 0.9534996747970581,
|
||
|
"acc": 69.55,
|
||
|
"time": 283.73264720800216,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10669820755720139,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011360662057995796,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08900605887174606,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10702873021364212,
|
||
|
"m": 0.830780029296875
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08036094903945923,
|
||
|
"m": 0.28268569707870483
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08199820667505264,
|
||
|
"m": 0.22862693667411804
|
||
|
},
|
||
|
{
|
||
|
"p": 0.101656973361969,
|
||
|
"m": 0.99905925989151
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011930853128433228,
|
||
|
"m": 0.6614258289337158
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09396043419837952,
|
||
|
"m": 0.9537570476531982
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005962436553090811,
|
||
|
"m": 0.8893713355064392
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07863584160804749,
|
||
|
"m": 0.9905041456222534
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11008226871490479,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07789187133312225,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04342646896839142,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 169,
|
||
|
"train_loss": 1.212854027748108,
|
||
|
"val_loss": 0.7762320041656494,
|
||
|
"acc": 70.65,
|
||
|
"time": 287.11607078899397,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11536195129156113,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01419774815440178,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08751825243234634,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11251972615718842,
|
||
|
"m": 0.7852230668067932
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0954640805721283,
|
||
|
"m": 0.34872493147850037
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0742599368095398,
|
||
|
"m": 0.14097872376441956
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09900644421577454,
|
||
|
"m": 0.9969756603240967
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01270296424627304,
|
||
|
"m": 0.6983850002288818
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08102712035179138,
|
||
|
"m": 0.8921721577644348
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013376479037106037,
|
||
|
"m": 0.9780755043029785
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08048685640096664,
|
||
|
"m": 0.9646024703979492
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1057749092578888,
|
||
|
"m": 0.955208957195282
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055775173008441925,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05252835899591446,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 170,
|
||
|
"train_loss": 1.2030127048492432,
|
||
|
"val_loss": 0.7298070788383484,
|
||
|
"acc": 71.39,
|
||
|
"time": 283.9259375249967,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10477382689714432,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016229741275310516,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08648070693016052,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11534618586301804,
|
||
|
"m": 0.8647372722625732
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09323692321777344,
|
||
|
"m": 0.4088926315307617
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05387953296303749,
|
||
|
"m": 0.19951514899730682
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10897056758403778,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012575126253068447,
|
||
|
"m": 0.8173023462295532
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10171318054199219,
|
||
|
"m": 0.8513163328170776
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006508364342153072,
|
||
|
"m": 0.9415009617805481
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07378687709569931,
|
||
|
"m": 0.9914591908454895
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10234393924474716,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08022481203079224,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04393020644783974,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 171,
|
||
|
"train_loss": 1.1501656770706177,
|
||
|
"val_loss": 0.9465779066085815,
|
||
|
"acc": 71.08,
|
||
|
"time": 290.3986160420027,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08443965017795563,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02322477474808693,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09764225780963898,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10681620985269547,
|
||
|
"m": 0.9108057618141174
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10086917877197266,
|
||
|
"m": 0.4300101697444916
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08168156445026398,
|
||
|
"m": 0.3287302255630493
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09333378076553345,
|
||
|
"m": 0.9923455715179443
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011061211116611958,
|
||
|
"m": 0.9279040098190308
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08385548740625381,
|
||
|
"m": 0.8439069986343384
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006838087574578822,
|
||
|
"m": 0.9989184141159058
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0936550423502922,
|
||
|
"m": 0.9760475158691406
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09223813563585281,
|
||
|
"m": 0.9988926649093628
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08436481654644012,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04613405093550682,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 172,
|
||
|
"train_loss": 0.7879601120948792,
|
||
|
"val_loss": 0.74285888671875,
|
||
|
"acc": 71.6,
|
||
|
"time": 299.92757811000047,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10826440155506134,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01915566623210907,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09179165214300156,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.091970294713974,
|
||
|
"m": 0.8706932663917542
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08837810158729553,
|
||
|
"m": 0.38654473423957825
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07854525744915009,
|
||
|
"m": 0.2375667542219162
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06517843902111053,
|
||
|
"m": 0.9690702557563782
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05896826833486557,
|
||
|
"m": 0.9115086793899536
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07783562690019608,
|
||
|
"m": 0.8637958765029907
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012597450986504555,
|
||
|
"m": 0.9007295370101929
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08311671763658524,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09505782276391983,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09494412690401077,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03419621288776398,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 173,
|
||
|
"train_loss": 1.1753040552139282,
|
||
|
"val_loss": 1.0644593238830566,
|
||
|
"acc": 71.45,
|
||
|
"time": 283.79372893300024,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08599598705768585,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008005179464817047,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08726667612791061,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10952648520469666,
|
||
|
"m": 0.8892368078231812
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09870398044586182,
|
||
|
"m": 0.2020571082830429
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08628159016370773,
|
||
|
"m": 0.18799352645874023
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11133021116256714,
|
||
|
"m": 0.9493515491485596
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01433129608631134,
|
||
|
"m": 0.7765191793441772
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07250455766916275,
|
||
|
"m": 0.8598439693450928
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007034274283796549,
|
||
|
"m": 0.9603219032287598
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09241852909326553,
|
||
|
"m": 0.9340506196022034
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09357111901044846,
|
||
|
"m": 0.9978458881378174
|
||
|
},
|
||
|
{
|
||
|
"p": 0.092649906873703,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.040380217134952545,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 174,
|
||
|
"train_loss": 1.1595404148101807,
|
||
|
"val_loss": 0.9301409721374512,
|
||
|
"acc": 71.01,
|
||
|
"time": 282.03513445699355,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10642226785421371,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015184310264885426,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1019308865070343,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09621992707252502,
|
||
|
"m": 0.7389650344848633
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06013749912381172,
|
||
|
"m": 0.21478182077407837
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08671573549509048,
|
||
|
"m": 0.15564432740211487
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09785493463277817,
|
||
|
"m": 0.889339029788971
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009137021377682686,
|
||
|
"m": 0.7947344183921814
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0822543278336525,
|
||
|
"m": 0.7647855281829834
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009064801037311554,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10157691687345505,
|
||
|
"m": 0.922339916229248
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09164787083864212,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09704544395208359,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04480808600783348,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 175,
|
||
|
"train_loss": 1.1795108318328857,
|
||
|
"val_loss": 1.0918503999710083,
|
||
|
"acc": 71.66,
|
||
|
"time": 285.2041356030095,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.06787469983100891,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.018410928547382355,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07624832540750504,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10695318877696991,
|
||
|
"m": 0.7708501815795898
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09483843296766281,
|
||
|
"m": 0.3017232120037079
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07249271124601364,
|
||
|
"m": 0.28857797384262085
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09576313942670822,
|
||
|
"m": 0.9174498319625854
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01945122517645359,
|
||
|
"m": 0.8580737709999084
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1114988625049591,
|
||
|
"m": 0.7462953329086304
|
||
|
},
|
||
|
{
|
||
|
"p": 0.016624823212623596,
|
||
|
"m": 0.8803690075874329
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07936525344848633,
|
||
|
"m": 0.9178367853164673
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10421828925609589,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09488877654075623,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0413714200258255,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 176,
|
||
|
"train_loss": 0.8622651696205139,
|
||
|
"val_loss": 0.9074512720108032,
|
||
|
"acc": 70.84,
|
||
|
"time": 290.5200927949918,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10214424878358841,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01844732277095318,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07775800675153732,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11056763678789139,
|
||
|
"m": 0.9711204171180725
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09505750238895416,
|
||
|
"m": 0.29577091336250305
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08028246462345123,
|
||
|
"m": 0.1928248405456543
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09753347188234329,
|
||
|
"m": 0.95646071434021
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015194366686046124,
|
||
|
"m": 0.9383622407913208
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09417001157999039,
|
||
|
"m": 0.7598995566368103
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00706450967118144,
|
||
|
"m": 0.8698066473007202
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08988972753286362,
|
||
|
"m": 0.9405888915061951
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08101771771907806,
|
||
|
"m": 0.9848645329475403
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09235477447509766,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03851819783449173,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 177,
|
||
|
"train_loss": 1.042636513710022,
|
||
|
"val_loss": 0.8540960550308228,
|
||
|
"acc": 71.25,
|
||
|
"time": 289.5536112389964,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10335175693035126,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05252326652407646,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09022866189479828,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08833339065313339,
|
||
|
"m": 0.8186144232749939
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05336068570613861,
|
||
|
"m": 0.19511808454990387
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07996146380901337,
|
||
|
"m": 0.26156139373779297
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10191412270069122,
|
||
|
"m": 0.9206225275993347
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030503660440444946,
|
||
|
"m": 0.8583772778511047
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1031482070684433,
|
||
|
"m": 0.7299829125404358
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008091548457741737,
|
||
|
"m": 0.9492064714431763
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09623296558856964,
|
||
|
"m": 0.9557618498802185
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08258350193500519,
|
||
|
"m": 0.9563618898391724
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06433220952749252,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04543465003371239,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 178,
|
||
|
"train_loss": 0.799536943435669,
|
||
|
"val_loss": 0.8337129354476929,
|
||
|
"acc": 71.53,
|
||
|
"time": 286.16374370899575,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0856810063123703,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.000700023490935564,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10355816036462784,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08222577720880508,
|
||
|
"m": 0.8150665760040283
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08608131855726242,
|
||
|
"m": 0.2484319508075714
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07803831249475479,
|
||
|
"m": 0.17471425235271454
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09644170105457306,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03398361802101135,
|
||
|
"m": 0.8512346148490906
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08911611884832382,
|
||
|
"m": 0.7141321301460266
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009505077265202999,
|
||
|
"m": 0.9969806671142578
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09398984163999557,
|
||
|
"m": 0.8819983005523682
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10186893492937088,
|
||
|
"m": 0.9997227191925049
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09684738516807556,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04196275398135185,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 179,
|
||
|
"train_loss": 0.8397437334060669,
|
||
|
"val_loss": 1.0304573774337769,
|
||
|
"acc": 70.94,
|
||
|
"time": 288.51636351998604,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08389823883771896,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015319510363042355,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1064714789390564,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09943713247776031,
|
||
|
"m": 0.815067708492279
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08953017741441727,
|
||
|
"m": 0.1599881798028946
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07474305480718613,
|
||
|
"m": 0.23991148173809052
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08148422837257385,
|
||
|
"m": 0.9612958431243896
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012554558925330639,
|
||
|
"m": 0.781528651714325
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06376385688781738,
|
||
|
"m": 0.7651165723800659
|
||
|
},
|
||
|
{
|
||
|
"p": 0.022669237107038498,
|
||
|
"m": 0.9402987957000732
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0830715075135231,
|
||
|
"m": 0.9760962128639221
|
||
|
},
|
||
|
{
|
||
|
"p": 0.12018510699272156,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09172435849905014,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05514739453792572,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 180,
|
||
|
"train_loss": 0.9170520901679993,
|
||
|
"val_loss": 0.9531247615814209,
|
||
|
"acc": 71.08,
|
||
|
"time": 283.9093244030082,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10103320330381393,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.012894910760223866,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10414665937423706,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08802735805511475,
|
||
|
"m": 0.7758694291114807
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08014143258333206,
|
||
|
"m": 0.3065408766269684
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09747310727834702,
|
||
|
"m": 0.24628952145576477
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09215741604566574,
|
||
|
"m": 0.9592534899711609
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011399850249290466,
|
||
|
"m": 0.9079796671867371
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09414965659379959,
|
||
|
"m": 0.8650769591331482
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007879150100052357,
|
||
|
"m": 0.9923388957977295
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08328553289175034,
|
||
|
"m": 0.9506995677947998
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10606276243925095,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08671319484710693,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03463573753833771,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 181,
|
||
|
"train_loss": 1.0020723342895508,
|
||
|
"val_loss": 0.985512912273407,
|
||
|
"acc": 71.26,
|
||
|
"time": 278.00397898699157,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10469674319028854,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011518104001879692,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10190626978874207,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09086226671934128,
|
||
|
"m": 0.7669748067855835
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08283349871635437,
|
||
|
"m": 0.30455201864242554
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08140336722135544,
|
||
|
"m": 0.26322227716445923
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10558488219976425,
|
||
|
"m": 0.9088137745857239
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014224724844098091,
|
||
|
"m": 0.7677768468856812
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07854713499546051,
|
||
|
"m": 0.7976163625717163
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005273196380585432,
|
||
|
"m": 0.983963668346405
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08525603264570236,
|
||
|
"m": 0.9010488390922546
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08976065367460251,
|
||
|
"m": 0.9952273368835449
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09784641116857529,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.050286632031202316,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 182,
|
||
|
"train_loss": 1.172799825668335,
|
||
|
"val_loss": 0.9373888373374939,
|
||
|
"acc": 71.06,
|
||
|
"time": 295.035337977999,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10107056796550751,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006853112485259771,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1012272834777832,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07495001703500748,
|
||
|
"m": 0.7576579451560974
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09250415861606598,
|
||
|
"m": 0.3550724387168884
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06985268741846085,
|
||
|
"m": 0.19517332315444946
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10462470352649689,
|
||
|
"m": 0.8640332818031311
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008785919286310673,
|
||
|
"m": 0.7825058102607727
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08268769085407257,
|
||
|
"m": 0.8325469493865967
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009954266250133514,
|
||
|
"m": 0.9735695123672485
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08150632679462433,
|
||
|
"m": 0.9485639929771423
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11762422323226929,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0924832671880722,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05587580427527428,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 183,
|
||
|
"train_loss": 0.7077602744102478,
|
||
|
"val_loss": 0.8836985230445862,
|
||
|
"acc": 71.07,
|
||
|
"time": 283.4611367290054,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09493278712034225,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009701548144221306,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10153352469205856,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08908236026763916,
|
||
|
"m": 0.825440526008606
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09362644702196121,
|
||
|
"m": 0.4552749693393707
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09039251506328583,
|
||
|
"m": 0.18094782531261444
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0904439240694046,
|
||
|
"m": 0.9831773638725281
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02026027999818325,
|
||
|
"m": 0.746278703212738
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08944584429264069,
|
||
|
"m": 0.8043949007987976
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006677492521703243,
|
||
|
"m": 0.934234082698822
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07764014601707458,
|
||
|
"m": 0.9512203335762024
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08691113442182541,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09667476266622543,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.052677221596241,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 184,
|
||
|
"train_loss": 0.8100733160972595,
|
||
|
"val_loss": 0.8909664154052734,
|
||
|
"acc": 71.77,
|
||
|
"time": 285.53340384099283,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10757704079151154,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007474270649254322,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0989089086651802,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0863916203379631,
|
||
|
"m": 0.8452214002609253
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10886272042989731,
|
||
|
"m": 0.4413532018661499
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07830686867237091,
|
||
|
"m": 0.12644776701927185
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05720364674925804,
|
||
|
"m": 0.995494544506073
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011038976721465588,
|
||
|
"m": 0.8504776358604431
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0648023709654808,
|
||
|
"m": 0.8152068257331848
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011928302235901356,
|
||
|
"m": 0.9307298064231873
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09606335312128067,
|
||
|
"m": 0.915873110294342
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11019854247570038,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10775782912969589,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05348551645874977,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 185,
|
||
|
"train_loss": 1.240339994430542,
|
||
|
"val_loss": 0.8206513524055481,
|
||
|
"acc": 70.9,
|
||
|
"time": 285.2341313509969,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09613679349422455,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015543380752205849,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07852023839950562,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09996705502271652,
|
||
|
"m": 0.8483090400695801
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10254920274019241,
|
||
|
"m": 0.38808077573776245
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053226202726364136,
|
||
|
"m": 0.19238853454589844
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09121572226285934,
|
||
|
"m": 0.9822055101394653
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019154859706759453,
|
||
|
"m": 0.8273208141326904
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10036740452051163,
|
||
|
"m": 0.7985803484916687
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008048295974731445,
|
||
|
"m": 0.9325980544090271
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0876069888472557,
|
||
|
"m": 0.9714785218238831
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10462270677089691,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09951428323984146,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.043526895344257355,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 186,
|
||
|
"train_loss": 1.4133427143096924,
|
||
|
"val_loss": 0.8785545825958252,
|
||
|
"acc": 70.46,
|
||
|
"time": 287.7417179579934,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0917738750576973,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015252449549734592,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10586077719926834,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10635156184434891,
|
||
|
"m": 0.8606222867965698
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09965112060308456,
|
||
|
"m": 0.2584036588668823
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08949332684278488,
|
||
|
"m": 0.29798761010169983
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08386937528848648,
|
||
|
"m": 0.8957616090774536
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014308631420135498,
|
||
|
"m": 0.789942741394043
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07424364238977432,
|
||
|
"m": 0.9349774122238159
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010149608366191387,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08103496581315994,
|
||
|
"m": 0.9603852033615112
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11062793433666229,
|
||
|
"m": 0.9986107349395752
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06957805901765823,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04780469834804535,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 187,
|
||
|
"train_loss": 1.051485538482666,
|
||
|
"val_loss": 0.8222741484642029,
|
||
|
"acc": 71.61,
|
||
|
"time": 291.0105641519913,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08442799001932144,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01167791336774826,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09432337433099747,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06990230083465576,
|
||
|
"m": 0.8113462924957275
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09028656035661697,
|
||
|
"m": 0.3959653973579407
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08924775570631027,
|
||
|
"m": 0.2515350878238678
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09298105537891388,
|
||
|
"m": 0.8315578699111938
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03356931358575821,
|
||
|
"m": 0.7835619449615479
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09353994578123093,
|
||
|
"m": 0.9443678855895996
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008024346083402634,
|
||
|
"m": 0.9444746375083923
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08177056908607483,
|
||
|
"m": 0.9734014868736267
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10339753329753876,
|
||
|
"m": 0.9992084503173828
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09864163398742676,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04820966348052025,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 188,
|
||
|
"train_loss": 1.3061829805374146,
|
||
|
"val_loss": 0.7923853993415833,
|
||
|
"acc": 70.56,
|
||
|
"time": 283.81018682300055,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09597498178482056,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.13368654251098633,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0944233313202858,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08563002198934555,
|
||
|
"m": 0.7415711879730225
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07973359525203705,
|
||
|
"m": 0.3426765501499176
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08130573481321335,
|
||
|
"m": 0.18550622463226318
|
||
|
},
|
||
|
{
|
||
|
"p": 0.060375478118658066,
|
||
|
"m": 0.8253344297409058
|
||
|
},
|
||
|
{
|
||
|
"p": 0.005707159172743559,
|
||
|
"m": 0.7861636877059937
|
||
|
},
|
||
|
{
|
||
|
"p": 0.054184507578611374,
|
||
|
"m": 0.9655142426490784
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010105106979608536,
|
||
|
"m": 0.9892997741699219
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08156062662601471,
|
||
|
"m": 0.9463896155357361
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09215299040079117,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09077741950750351,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.034382421523332596,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 189,
|
||
|
"train_loss": 0.9226008653640747,
|
||
|
"val_loss": 0.856437623500824,
|
||
|
"acc": 71.47,
|
||
|
"time": 290.5640071980015,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08317071199417114,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.007910178042948246,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09506963938474655,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11256273835897446,
|
||
|
"m": 0.8832201361656189
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0838756188750267,
|
||
|
"m": 0.3239862620830536
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08626758307218552,
|
||
|
"m": 0.16194407641887665
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10802431404590607,
|
||
|
"m": 0.8623113632202148
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011197621002793312,
|
||
|
"m": 0.909993052482605
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08416145294904709,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008768337778747082,
|
||
|
"m": 0.9974939823150635
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08603017777204514,
|
||
|
"m": 0.987795352935791
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09609612077474594,
|
||
|
"m": 0.999932050704956
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08852434158325195,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.048341233283281326,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 190,
|
||
|
"train_loss": 0.8718233704566956,
|
||
|
"val_loss": 0.8941634297370911,
|
||
|
"acc": 72.16,
|
||
|
"time": 294.293600058998,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09325498342514038,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0045112138614058495,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09844165295362473,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11082469671964645,
|
||
|
"m": 0.9461393356323242
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09239894151687622,
|
||
|
"m": 0.22416804730892181
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07896807044744492,
|
||
|
"m": 0.10604207217693329
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09472545236349106,
|
||
|
"m": 0.8776290416717529
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011797964572906494,
|
||
|
"m": 0.8830794095993042
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0906112790107727,
|
||
|
"m": 0.9957353472709656
|
||
|
},
|
||
|
{
|
||
|
"p": 0.02501245029270649,
|
||
|
"m": 0.8844265937805176
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08600465953350067,
|
||
|
"m": 0.804560661315918
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06841116398572922,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08199936151504517,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06303810328245163,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 191,
|
||
|
"train_loss": 0.7199888825416565,
|
||
|
"val_loss": 0.9834933280944824,
|
||
|
"acc": 71.86,
|
||
|
"time": 279.1833379259915,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09757189452648163,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011521821841597557,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09595353901386261,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10090000927448273,
|
||
|
"m": 0.9432888627052307
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08923958241939545,
|
||
|
"m": 0.15710963308811188
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07384712249040604,
|
||
|
"m": 0.10065268725156784
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09457133710384369,
|
||
|
"m": 0.8567759394645691
|
||
|
},
|
||
|
{
|
||
|
"p": 0.017152421176433563,
|
||
|
"m": 0.9381397366523743
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0896073430776596,
|
||
|
"m": 0.9508792757987976
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011034431867301464,
|
||
|
"m": 0.9726194739341736
|
||
|
},
|
||
|
{
|
||
|
"p": 0.057017259299755096,
|
||
|
"m": 0.7351917624473572
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11210121959447861,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09367790073156357,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05580415204167366,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 192,
|
||
|
"train_loss": 0.8980065584182739,
|
||
|
"val_loss": 0.9406691789627075,
|
||
|
"acc": 70.78,
|
||
|
"time": 291.51104454600136,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10718687623739243,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.030824918299913406,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10770131647586823,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08218029886484146,
|
||
|
"m": 0.8325874209403992
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0915762409567833,
|
||
|
"m": 0.2273866981267929
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08504428714513779,
|
||
|
"m": 0.1044173613190651
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07958004623651505,
|
||
|
"m": 0.8381201028823853
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015853459015488625,
|
||
|
"m": 0.972550094127655
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07335207611322403,
|
||
|
"m": 0.9506277441978455
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009054252877831459,
|
||
|
"m": 0.9847345948219299
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07628010958433151,
|
||
|
"m": 0.8482571840286255
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09454210102558136,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10101989656686783,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04580407962203026,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 193,
|
||
|
"train_loss": 0.9767460823059082,
|
||
|
"val_loss": 0.7925931811332703,
|
||
|
"acc": 71.07,
|
||
|
"time": 305.72731463400123,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09677574038505554,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004473005887120962,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08734350651502609,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0879494771361351,
|
||
|
"m": 0.8413786292076111
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08478668332099915,
|
||
|
"m": 0.27111300826072693
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09123759716749191,
|
||
|
"m": 0.17747485637664795
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09129785001277924,
|
||
|
"m": 0.8684954643249512
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06299526989459991,
|
||
|
"m": 0.9180657863616943
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08238275349140167,
|
||
|
"m": 0.8955389857292175
|
||
|
},
|
||
|
{
|
||
|
"p": 0.019220290705561638,
|
||
|
"m": 0.9260473251342773
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09133533388376236,
|
||
|
"m": 0.8660816550254822
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08730088174343109,
|
||
|
"m": 0.9891786575317383
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0685926228761673,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.04430891200900078,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 194,
|
||
|
"train_loss": 1.1717138290405273,
|
||
|
"val_loss": 0.9112481474876404,
|
||
|
"acc": 71.53,
|
||
|
"time": 288.4403477140004,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.0978333130478859,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.011883306317031384,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0951104536652565,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08797138929367065,
|
||
|
"m": 0.9217050671577454
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06954917311668396,
|
||
|
"m": 0.23537634313106537
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10908368229866028,
|
||
|
"m": 0.23039892315864563
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08353441208600998,
|
||
|
"m": 0.8661795258522034
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010184169746935368,
|
||
|
"m": 0.8293511271476746
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07520381361246109,
|
||
|
"m": 0.8291516900062561
|
||
|
},
|
||
|
{
|
||
|
"p": 0.004838690161705017,
|
||
|
"m": 0.9981886744499207
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09907572716474533,
|
||
|
"m": 0.7837461829185486
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0859728679060936,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11458441615104675,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.055174570530653,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 195,
|
||
|
"train_loss": 1.1185659170150757,
|
||
|
"val_loss": 0.6925655007362366,
|
||
|
"acc": 71.22,
|
||
|
"time": 290.21248525200645,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.09733650833368301,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013094725087285042,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09431695193052292,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.065187968313694,
|
||
|
"m": 0.8124464154243469
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08270980417728424,
|
||
|
"m": 0.2028900384902954
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10228607803583145,
|
||
|
"m": 0.18636368215084076
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09932191669940948,
|
||
|
"m": 0.9279097318649292
|
||
|
},
|
||
|
{
|
||
|
"p": 0.013060858473181725,
|
||
|
"m": 0.9413776993751526
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08664625883102417,
|
||
|
"m": 0.80243319272995
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014261750504374504,
|
||
|
"m": 0.9841375350952148
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09461811929941177,
|
||
|
"m": 0.9292926788330078
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09793654829263687,
|
||
|
"m": 0.9983633160591125
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08226887136697769,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.056953687220811844,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 196,
|
||
|
"train_loss": 0.6794783473014832,
|
||
|
"val_loss": 0.8283459544181824,
|
||
|
"acc": 71.28,
|
||
|
"time": 296.6965924399992,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10515116155147552,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006823730072937906,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10198111087083817,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09972116351127625,
|
||
|
"m": 0.8373392224311829
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09462485462427139,
|
||
|
"m": 0.2653907239437103
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07392001897096634,
|
||
|
"m": 0.11629451811313629
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09077185392379761,
|
||
|
"m": 0.8678790926933289
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01607496850192547,
|
||
|
"m": 0.861680269241333
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07406477630138397,
|
||
|
"m": 0.6721829771995544
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0050333174876868725,
|
||
|
"m": 0.9033190011978149
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08416486531496048,
|
||
|
"m": 0.9356811046600342
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10160993039608002,
|
||
|
"m": 0.9782503247261047
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0944875180721283,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05771211162209511,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 197,
|
||
|
"train_loss": 0.43250954151153564,
|
||
|
"val_loss": 0.9056558609008789,
|
||
|
"acc": 71.48,
|
||
|
"time": 288.8436196469993,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.08991209417581558,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0035225111059844494,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11429629474878311,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.095625139772892,
|
||
|
"m": 0.7181646823883057
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08490243554115295,
|
||
|
"m": 0.2315133959054947
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07602177560329437,
|
||
|
"m": 0.10000000149011612
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07936312258243561,
|
||
|
"m": 0.8272250890731812
|
||
|
},
|
||
|
{
|
||
|
"p": 0.03978396952152252,
|
||
|
"m": 0.9422972202301025
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08008981496095657,
|
||
|
"m": 0.7263954877853394
|
||
|
},
|
||
|
{
|
||
|
"p": 0.029022440314292908,
|
||
|
"m": 0.9801065921783447
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08821828663349152,
|
||
|
"m": 0.9089845418930054
|
||
|
},
|
||
|
{
|
||
|
"p": 0.07431823760271072,
|
||
|
"m": 0.997697114944458
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09180077165365219,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.053123053163290024,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 198,
|
||
|
"train_loss": 1.007858157157898,
|
||
|
"val_loss": 0.9974130988121033,
|
||
|
"acc": 71.68,
|
||
|
"time": 287.04414481000276,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11399748921394348,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.00933357048779726,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1162094846367836,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0825251117348671,
|
||
|
"m": 0.6964235305786133
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10960471630096436,
|
||
|
"m": 0.3023425340652466
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08009003847837448,
|
||
|
"m": 0.11332083493471146
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09030796587467194,
|
||
|
"m": 0.7966770529747009
|
||
|
},
|
||
|
{
|
||
|
"p": 0.01341752428561449,
|
||
|
"m": 0.929794192314148
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08588989824056625,
|
||
|
"m": 0.7486724257469177
|
||
|
},
|
||
|
{
|
||
|
"p": 0.008673865348100662,
|
||
|
"m": 0.9543012380599976
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0903276801109314,
|
||
|
"m": 0.9644660949707031
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015198738314211369,
|
||
|
"m": 0.9937043190002441
|
||
|
},
|
||
|
{
|
||
|
"p": 0.11639741063117981,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.06802643835544586,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 199,
|
||
|
"train_loss": 1.1516972780227661,
|
||
|
"val_loss": 0.6879308819770813,
|
||
|
"acc": 71.79,
|
||
|
"time": 295.7860474420013,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.11285889893770218,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.009201746433973312,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09905841946601868,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.08918581157922745,
|
||
|
"m": 0.7827543616294861
|
||
|
},
|
||
|
{
|
||
|
"p": 0.090558722615242,
|
||
|
"m": 0.36238333582878113
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09919525682926178,
|
||
|
"m": 0.14256037771701813
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0907931849360466,
|
||
|
"m": 0.7178192734718323
|
||
|
},
|
||
|
{
|
||
|
"p": 0.014550520107150078,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10262876003980637,
|
||
|
"m": 0.6627530455589294
|
||
|
},
|
||
|
{
|
||
|
"p": 0.010387099348008633,
|
||
|
"m": 0.8620530962944031
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09254991263151169,
|
||
|
"m": 0.9090394377708435
|
||
|
},
|
||
|
{
|
||
|
"p": 0.015033427625894547,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.1169801577925682,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.05701800435781479,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
},
|
||
|
{
|
||
|
"epoch": 200,
|
||
|
"train_loss": 1.1975975036621094,
|
||
|
"val_loss": 0.926755964756012,
|
||
|
"acc": 71.35,
|
||
|
"time": 297.15777666099893,
|
||
|
"param": [
|
||
|
{
|
||
|
"p": 0.10823538899421692,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.036584142595529556,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10024486482143402,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09901674091815948,
|
||
|
"m": 0.8477967381477356
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10648740082979202,
|
||
|
"m": 0.33556440472602844
|
||
|
},
|
||
|
{
|
||
|
"p": 0.10173779726028442,
|
||
|
"m": 0.2712568938732147
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0978027954697609,
|
||
|
"m": 0.7683929800987244
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006966846063733101,
|
||
|
"m": 0.9093594551086426
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09010747075080872,
|
||
|
"m": 0.6922222375869751
|
||
|
},
|
||
|
{
|
||
|
"p": 0.006939760874956846,
|
||
|
"m": 0.9007900953292847
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09110385179519653,
|
||
|
"m": 1.0
|
||
|
},
|
||
|
{
|
||
|
"p": 0.0006827372126281261,
|
||
|
"m": 0.9943912625312805
|
||
|
},
|
||
|
{
|
||
|
"p": 0.09197738021612167,
|
||
|
"m": 0.5
|
||
|
},
|
||
|
{
|
||
|
"p": 0.062112852931022644,
|
||
|
"m": 0.5
|
||
|
}
|
||
|
]
|
||
|
}
|
||
|
]
|
||
|
}
|